Coursera-Specializations

Coursera specializations road map for computer science students.

1. Computer-Science-Specializations

Computer Science Specializations road map for computer science students, which including the following main topics:

C/C++ Programming Language and Object Oriented Specializations

Specialization	Course Name	Level	H
Introduction to Computer Science and Programming Specialization by University of London	Introduction to Computer Programming	Beginner	20
	How Computers Work	Beginner	15
	Mathematics for Computer Science	Beginner	45
Introduction to Programming in C Specialization by Duke University	Programming Fundamentals	Beginner	15
	Writing, Running, and Fixing Code in C	Beginner	15
	Pointers, Arrays, and Recursion	Beginner	15
	Interacting with the System and Managing Memory	Beginner	25
C for Everyone: Programming Fundamentals by University of California, Santa Cruz	C for Everyone: Programming Fundamentals	Beginner	25
C for Everyone: Structured Programming by University of California, Santa Cruz	C for Everyone: Structured Programming	Intermediate	20
C++ For C Programmers, Part A by University of California, Santa Cruz	C++ For C Programmers, Part A	Intermediate	20
C++ For C Programmers, Part B by University of California, Santa Cruz	C++ For C Programmers, Part B	Intermediate	20

Python Programming Language and Object Oriented Specializations

Specialization	Course Name	Level	H
Introduction to Computer Science and Programming Specialization by University of London	Introduction to Computer Programming	Beginner	20
	How Computers Work	Beginner	15
	Mathematics for Computer Science	Beginner	45
Introduction to Scripting in Python Specialization by Rice University	Python Programming Essentials	Beginner	10
	Python Data Representations	Beginner	10
	Python Data Analysis	Beginner	10
	Python Data Visualization	Beginner	10
Python 3 Programming Specialization by University of Michigan	Python Basics	Beginner	35
	Python Functions, Files, and Dictionaries	Beginner	35
	Data Collection and Processing with Python	Beginner	20
	Python Classes and Inheritance	Beginner	20
	Python Project: pillow, tesseract, and opencv	Beginner	25

Mathematics and Discrete Mathematics Specializations

Specialization	Course Name	Level	H
Introduction to Discrete Mathematics for Computer Science Specialization by National Research University Higher School of Economics	Mathematical Thinking in Computer Science	Beginner	35
	Combinatorics and Probability	Beginner	20
	Introduction to Graph Theory	Beginner	20
	Number Theory and Cryptography	Beginner	20
	Delivery Problem	Beginner	15
Introduction to Ordinary Differential Equations by Korea Advanced Institute of Science and Technology	Introduction to Ordinary Differential Equations	Beginner	15
Vector Calculus for Engineers by The Hong Kong University of Science and Technology	Vector Calculus for Engineers	Beginner	25
Differential Equations for Engineers by The Hong Kong University of Science and Technology	Differential Equations for Engineers	Beginner	30
Matrix Algebra for Engineers by The Hong Kong University of Science and Technology	Matrix Algebra for Engineers	Beginner	20
Introduction to numerical analysis by National Research University Higher School of Economics	Introduction to numerical analysis	Intermediate	30
Basic Algebra by National Autonomous University of Mexico	Basic Algebra	Intermediate	20
Introduction to Calculus by The University of Sydney	Introduction to Calculus	Intermediate	55
Matrix Methods by University of Minnesota	Matrix Methods	Intermediate	5
Fibonacci Numbers and the Golden Ratio by The Hong Kong University of Science and Technology	Fibonacci Numbers and the Golden Ratio	Beginner	10
Introduction to Complex Analysis by Wesleyan University	Introduction to Complex Analysis	Intermediate	30
Calculus: Single Variable Part 1 - Functions by University of Pennsylvania	Calculus: Single Variable Part 1 - Functions	Intermediate	10
Calculus: Single Variable Part 2 - Differentiation by University of Pennsylvania	Calculus: Single Variable Part 2 - Differentiation	Intermediate	10
Calculus: Single Variable Part 3 - Integration by University of Pennsylvania	Calculus: Single Variable Part 3 - Integration	Intermediate	10
Calculus: Single Variable Part 4 - Applications by University of Pennsylvania	Calculus: Single Variable Part 4 - Applications	Intermediate	10
Single Variable Calculus by University of Pennsylvania	Single Variable Calculus	Intermediate	10
Data Science Math Skills by Duke University	Data Science Math Skills	Beginner	15

Probability and Statistics Specializations

Specialization	Course Name	Level	H
An Intuitive Introduction to Probability by University of Zurich	An Intuitive Introduction to Probability	Beginner	20
Mathematical Biostatistics Boot Camp 1 by Johns Hopkins University	Mathematical Biostatistics Boot Camp 1	Beginner	15
Mathematical Biostatistics Boot Camp 2 by Johns Hopkins University	Mathematical Biostatistics Boot Camp 2	Beginner	10
Methods and Statistics in Social Sciences Specialization by University of Amsterdam	Quantitative Methods	Beginner	40
	Qualitative Research Methods	Beginner	35
	Basic Statistics	Beginner	30
	Inferential Statistics	Beginner	25
	Methods and Statistics in Social Science - Final Research Project	Beginner	20
Improving your statistical inferences by Eindhoven University of Technology	Improving your statistical inferences	Intermediate	30
Bayesian Statistics: From Concept to Data Analysis by University of California, Santa Cruz	Bayesian Statistics: From Concept to Data Analysis	Intermediate	15
Bayesian Statistics: Techniques and Models by University of California, Santa Cruz	Bayesian Statistics: Techniques and Models	Intermediate	30

Logic Design Specializations

Specialization	Course Name	Level	H
Introduction to Mathematical Thinking by Stanford University	Introduction to Mathematical Thinking	Intermediate	40
Digital Systems: From Logic Gates to Processors by Universitat Autonoma de Barcelona	Digital Systems: From Logic Gates to Processors	Intermediate	25
Introduction to Logic by Stanford University	Introduction to Logic	Intermediate	55
VLSI CAD Part I: Logic by University of Illinois at Urbana-Champaign	VLSI CAD Part I: Logic	Intermediate	25
VLSI CAD Part II: Layout by University of Illinois at Urbana-Champaign	VLSI CAD Part II: Layout	Intermediate	25
Logic for Economists by University of Amsterdam	Logic for Economists	Advanced	10

Data Structures and Algorithms Specializations

Specialization	Course Name	Level	H
Learn to Program: Crafting Quality Code by University of Toronto	Learn to Program: Crafting Quality Code	Intermediate	15
Computational Thinking with Beginning C Programming Specialization by University of Colorado Boulder	Algorithms, Data Collection, and Starting to Code	Beginner	15
	Data Analysis and Representation, Selection and Iteration	Beginner	10
	Abstraction, Problem Decomposition, and Functions	Beginner	20
	Simulation, Algorithm Analysis, and Pointers	Beginner	15
Fundamentals of Computing Specialization by Rice University	An Introduction to Interactive Programming in Python (Part 1)	Beginner	25
	An Introduction to Interactive Programming in Python (Part 2)	Beginner	20
	Principles of Computing (Part 1)	Beginner	20
	Principles of Computing (Part 2)	Beginner	15
	Algorithmic Thinking (Part 1)	Beginner	15
	Algorithmic Thinking (Part 2)	Beginner	15
	The Fundamentals of Computing Capstone Exam	Beginner	5
Accelerated Computer Science Fundamentals Specialization by University of Illinois at Urbana-Champaign	Object-Oriented Data Structures in C++	Intermediate	25
	Ordered Data Structures	Intermediate	20
	Unordered Data Structures	Intermediate	20
Algorithms Specialization by Stanford University	Divide and Conquer, Sorting and Searching, and Randomized Algorithms	Intermediate	15
	Graph Search, Shortest Paths, and Data Structures	Intermediate	15
	Greedy Algorithms, Minimum Spanning Trees, and Dynamic Programming	Intermediate	15
	Shortest Paths Revisited, NP-Complete Problems and What To Do About Them	Intermediate	15
Data Structures and Algorithms Specialization by University of California San Diego & National Research University Higher School of Economics	Algorithmic Toolbox	Intermediate	35
	Data Structures	Intermediate	25
	Algorithms on Graphs	Intermediate	55
	Algorithms on Strings	Intermediate	20
	Advanced Algorithms and Complexity	Intermediate	25
	Genome Assembly Programming Challenge	Intermediate	20
Algorithms, Part I by Princeton University	Algorithms, Part I	Intermediate	55
Algorithms, Part II by Princeton University	Algorithms, Part II	Intermediate	65
Geometric Algorithms by EIT Digital	Geometric Algorithms	Intermediate	20
Approximation Algorithms by EIT Digital	Approximation Algorithms	Intermediate	15
Computational Geometry by Saint Petersburg State University	Computational Geometry	Intermediate	20
Competitive Programmer's Core Skills by Saint Petersburg State University	Competitive Programmer's Core Skills	Intermediate	30
Analysis of Algorithms by Princeton University	Analysis of Algorithms	Advanced	20

Operating Systems and Parallel Processing and Distributed Systems Specializations

Specialization	Course Name	Level	H
The Introduction to Quantum Computing by Saint Petersburg State University	The Introduction to Quantum Computing	Intermediate	20
Operating Systems and You: Becoming a Power User by Google	Operating Systems and You: Becoming a Power User	Beginner	30
Parallel, Concurrent, and Distributed Programming in Java Specialization by Rice University	Parallel Programming in Java	Intermediate	20
	Concurrent Programming in Java	Intermediate	20
	Distributed Programming in Java	Intermediate	20
Fundamentals of Parallelism on Intel Architecture by Intel	Fundamentals of Parallelism on Intel Architecture	Intermediate	15

Theory of Computations and Computer Architecture and Organization Specializations

Specialization	Course Name	Level	H
Computer Science: Algorithms, Theory, and Machines by Princeton University	Computer Science: Algorithms, Theory, and Machines	Intermediate	20
Computer Architecture by Princeton University	Computer Architecture	Intermediate	55

SKILLS YOU WILL GAIN:
computer science, discrete mathematics, mathematics, probability, statistics, python programming, c++ programming, c programming, c++ object oriented programming (oop), python object oriented programming (oop), logic design, data structures, algorithms, advanced data Structures, advanced algorithms, theory of computations, compiler, concepts of programming languages, computer architecture, computer organization

2. Artificial-Intelligence-Specializations

Artificial Intelligence Specializations road map for computer science students, which including the following main topics:

Data Analysis Specializations

Specialization	Course Name	Level	H
Data Processing Using Python by Nanjing University	Data Processing Using Python	Beginner	30
Data Analysis and Interpretation Specialization by Wesleyan University	Data Management and Visualization	Beginner	20
	Data Analysis Tools	Beginner	15
	Regression Modeling in Practice	Beginner	15
	Machine Learning for Data Analysis	Beginner	15
	Data Analysis and Interpretation Capstone	Beginner	10
Mathematics for Machine Learning Specialization by Imperial College London	Mathematics for Machine Learning: Linear Algebra	Beginner	20
	Mathematics for Machine Learning: Multivariate Calculus	Beginner	20
	Mathematics for Machine Learning: PCA	Beginner	20
Statistics with Python Specialization by University of Michigan	Understanding and Visualizing Data with Python	Beginner	20
	Inferential Statistical Analysis with Python	Beginner	20
	Fitting Statistical Models to Data with Python	Beginner	15
Python and Statistics for Financial Analysis by The Hong Kong University of Science and Technology	Python and Statistics for Financial Analysis	Beginner	15
Python Data Products for Predictive Analytics Specialization by University of California, San Diego	Basic Data Processing and Visualization	Intermediate	10
	Design Thinking and Predictive Analytics for Data Products	Intermediate	10
	Meaningful Predictive Modeling	Intermediate	10
	Deploying Machine Learning Models	Intermediate	10
Applied Data Science with Python Specialization by University of Michigan	Introduction to Data Science in Python	Intermediate	15
	Applied Plotting, Charting & Data Representation in Python	Intermediate	25
	Applied Machine Learning in Python	Intermediate	35
	Applied Text Mining in Python	Intermediate	30
	Applied Social Network Analysis in Python	Intermediate	30

Artificial Intelligence Specializations

Specialization	Course Name	Level	H
AI For Everyone by deeplearning.ai	AI For Everyone	Beginner	10
AI Foundations for Everyone Specialization by IBM	Introduction to Artificial Intelligence (AI)	Beginner	10
	Getting Started with AI using IBM Watson	Beginner	10
	Building AI Powered Chatbots Without Programming	Beginner	20
IBM Applied AI Profession Specialization by IBM	Introduction to Artificial Intelligence (AI)	Beginner	25
	Getting Started with AI using IBM Watson	Beginner	10
	Building AI Powered Chatbots Without Programming	Beginner	20
	Python for Data Science and AI	Beginner	25
	Building AI Applications with Watson APIs	Beginner	25
	Introduction to Computer Vision with Watson and OpenCV	Beginner	15

Machine Learning and Data Mining Specializations

Specialization	Course Name	Level	H
Machine Learning by Stanford University	Machine Learning	Intermediate	55
Machine Learning Specialization by University of Washington	Machine Learning Foundations: A Case Study Approach	Intermediate	15
	Machine Learning: Regression	Intermediate	20
	Machine Learning: Classification	Intermediate	20
	Machine Learning: Clustering & Retrieval	Intermediate	15
Machine Learning with TensorFlow on Google Cloud Platform Specialization by Google Cloud	How Google does Machine Learning	Intermediate	10
	Launching into Machine Learning	Intermediate	10
	Intro to TensorFlow	Intermediate	15
	Feature Engineering	Intermediate	15
	Art and Science of Machine Learning	Intermediate	15
Machine Learning: Algorithms in the Real World Specialization by Alberta Machine Intelligence Institute	Introduction to Applied Machine Learning	Intermediate	10
	Machine Learning Algorithms: Supervised Learning Tip to Tail	Intermediate	10
	Data for Machine Learning	Intermediate	15
	Optimizing Machine Learning Model Performance	Intermediate	15
Recommender Systems Specialization by University of Minnesota	Introduction to Recommender Systems: Non-Personalized and Content-Based	Intermediate	25
	Nearest Neighbor Collaborative Filtering	Intermediate	15
	Recommender Systems: Evaluation and Metrics	Intermediate	10
	Matrix Factorization and Advanced Techniques	Intermediate	15
	Recommender Systems Capstone	Intermediate	5
Data Mining Specialization by University of Illinois at Urbana-Champaign	Data Visualization	Intermediate	15
	Text Retrieval and Search Engines	Intermediate	35
	Text Mining and Analytics	Intermediate	35
	Pattern Discovery in Data Mining	Intermediate	15
	Cluster Analysis in Data Mining	Intermediate	15
	Data Mining Project	Intermediate	15
Process Mining: Data science in Action by Eindhoven University of Technology	Process Mining: Data science in Action	Intermediate	25
Digital Transformation by University of Virginia	Digital Transformation	Beginner	10
Healthcare Trends for Business Professionals Specialization by Northeastern University	Healthcare Consumerism and Implication for Care Delivery	Beginner	15
	Future Healthcare Payment Models	Beginner	15
	Evaluating the Quality of Healthcare Delivery	Beginner	10
	Business Application of Machine Learning and Artificial Intelligence in Healthcare	Beginner	15

Digital Signals Processing Specializations

Specialization	Course Name	Level	H
Digital Signal Processing 1: Basic Concepts and Algorithms by ecole polytechnique federale de lausanne	Digital Signal Processing 1: Basic Concepts and Algorithms	Intermediate	30
Digital Signal Processing 2: Filtering by ecole polytechnique federale de lausanne	Digital Signal Processing 2: Filtering	Intermediate	20
Digital Signal Processing 3: Analog vs Digital by ecole polytechnique federale de lausanne	Digital Signal Processing 3: Analog vs Digital	Intermediate	20
Digital Signal Processing 4: Applications by ecole polytechnique federale de lausanne	Digital Signal Processing 4: Applications	Intermediate	15

Deep Learning and Computer Vision Specializations

Specialization	Course Name	Level	H
Deep Learning for Business by Yonsei University	Deep Learning for Business	Beginner	10
Deep Learning Specialization by deeplearning.ai	Neural Networks and Deep Learning	Intermediate	20
	Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization	Intermediate	20
	Structuring Machine Learning Projects	Intermediate	5
	Convolutional Neural Networks	Intermediate	20
	Sequence Models	Intermediate	15
TensorFlow in Practice Specialization by deeplearning.ai	Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning	Intermediate	20
	Convolutional Neural Networks in TensorFlow	Intermediate	20
	Natural Language Processing in TensorFlow	Intermediate	15
	Sequences, Time Series and Prediction	Intermediate	5
TensorFlow: Data and Deployment Specialization by deeplearning.ai	Browser-based Models with TensorFlow.js	Intermediate	20
	Device-based Models with TensorFlow Lite	Intermediate	15
	Data Pipelines with TensorFlow Data Services	Intermediate	15
	Advanced Deployment Scenarios with TensorFlow	Intermediate	15
AI for Medicine Specialization by deeplearning.ai	AI for Medical Diagnosis	Intermediate	20
	AI for Medical Prognosis	Intermediate	30
	AI For Medical Treatment	Intermediate	25
IBM AI Engineering Profession Specialization by IBM	Machine Learning with Python	Intermediate	25
	Scalable Machine Learning on Big Data using Apache Spark	Intermediate	5
	Introduction to Deep Learning & Neural Networks with Keras	Intermediate	10
	Deep Neural Networks with PyTorch	Intermediate	20
	Building Deep Learning Models with TensorFlow	Intermediate	15
	AI Capstone Project with Deep Learning	Intermediate	10
Fundamentals of Digital Image and Video Processing by Northwestern University	Fundamentals of Digital Image and Video Processing	Intermediate	35
Audio Signal Processing for Music Applications by Universitat Pompeu Fabra of Barcelona	Audio Signal Processing for Music Applications	Intermediate	55
Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital by Duke University	Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital	Intermediate	20
Computer Vision Specialization by University at Buffalo	Computer Vision Basics	Intermediate	10
	Image Processing, Features & Segmentation	Intermediate	20
	Stereo Vision, Dense Motion & Tracking	Intermediate	15
	Visual Recognition & Understanding	Intermediate	10
Machine Learning for Trading Specialization by Google Cloud	Introduction to Trading, Machine Learning & GCP	Intermediate	10
	Using Machine Learning in Trading and Finance	Intermediate	10
	Trading Strategies as a Reinforcement Learning (RL) Problem	Intermediate	5
Advanced Machine Learning with TensorFlow on Google Cloud Platform Specialization by Google Cloud	End-to-End Machine Learning with TensorFlow on GCP	Advanced	15
	Production Machine Learning Systems	Advanced	10
	Image Understanding with TensorFlow on GCP	Advanced	15
	Sequence Models for Time Series and Natural Language Processing	Advanced	20
	Recommendation Systems with TensorFlow on GCP	Advanced	15
Advanced Machine Learning Specialization by National Research University Higher School of Economics	Introduction to Deep Learning	Advanced	35
	How to Win a Data Science Competition: Learn from Top Kagglers	Advanced	50
	Bayesian Methods for Machine Learning	Advanced	30
	Practical Reinforcement Learning	Advanced	30
	Deep Learning in Computer Vision	Advanced	20
	Natural Language Processing	Advanced	35
	Addressing Large Hadron Collider Challenges by Machine Learning	Advanced	25

Reinforcement Learning Specializations

Specialization	Course Name	Level	H
Investment Management with Python and Machine Learning Specialization by EDHEC Business School	Introduction to Portfolio Construction and Analysis with Python	Beginner	25
	Advanced Portfolio Construction and Analysis with Python	Beginner	15
	Python and Machine Learning for Asset Management	Beginner	15
	Python and Machine-Learning for Asset Management with Alternative Data sets	Beginner	5
Stochastic processes by National Research University Higher School of Economics	Stochastic processes	Intermediate	20
Reinforcement Learning Specialization by University of Alberta	Fundamentals of Reinforcement Learning	Intermediate	25
	Sample-based Learning Methods	Intermediate	25
	Prediction and Control with Function Approximation	Intermediate	15
	A Complete Reinforcement Learning System (Capstone)	Intermediate	10
Machine Learning and Reinforcement Learning in Finance Specialization by New York University Tandon School of Engineering	Guided Tour of Machine Learning in Finance	Intermediate	25
	Fundamentals of Machine Learning in Finance	Intermediate	20
	Reinforcement Learning in Finance	Intermediate	20
	Overview of Advanced Methods of Reinforcement Learning in Finance	Intermediate	15
Practical Time Series Analysis by The State University of New York	Practical Time Series Analysis	Intermediate	25
Medical Neuroscience by Duke University	Medical Neuroscience	Advanced	65
Advanced Linear Models for Data Science 1: Least Squares by Johns Hopkins University	Advanced Linear Models for Data Science 1: Least Squares	Advanced	10
Advanced Linear Models for Data Science 2: Statistical Linear Models by Johns Hopkins University	Advanced Linear Models for Data Science 2: Statistical Linear Models	Advanced	5

Natural Language Processing Specializations

Specialization	Course Name	Level	H
Clinical Natural Language Processing by University of Colorado Boulder	Clinical Natural Language Processing	Intermediate	15
IBM AI Enterprise Workflow Specialization by IBM	AI Workflow: Business Priorities and Data Ingestion	Advanced	10
	AI Workflow: Data Analysis and Hypothesis Testing	Advanced	10
	AI Workflow: Feature Engineering and Bias Detection	Advanced	10
	AI Workflow: Machine Learning, Visual Recognition and NLP	Advanced	10
	AI Workflow: Enterprise Model Deployment	Advanced	10
	AI Workflow: AI in Production	Advanced	5

SKILLS YOU WILL GAIN:
artificial intelligence, data analysis, excel, data management, data processing, data mining, text mining, natural language processing, natural language toolkit (nltk), time series, machine learning, advanced machine learning, multi-task learning, reinforcement learning, markov chain monte carlo (mcmc), data vizualisation, advanced data vizualisation, matlab programming, python programming, python libraries, digital signals processing, pattern recognition, image processing, computer graphics, deep learning, speech processing, dimensionality reduction, computer vision, cloud computing, tensorflow serving, keras, pytorch

3. Data-Science-Specializations

Data Science Specializations road map for computer science students.

Data Analysis Specializations

Specialization	Course Name	Level	H
Data Analysis and Presentation Skills: the PwC Approach Specialization by PwC	Data-driven Decision Making	Beginner	10
	Problem Solving with Excel	Beginner	20
	Data Visualization with Advanced Excel	Beginner	15
	Effective Business Presentations with Powerpoint	Beginner	15
	Data Analysis and Presentation Skills: the PwC Approach Final Project	Beginner	15
Data Processing Using Python by Nanjing University	Data Processing Using Python	Beginner	30
Data Analysis and Interpretation Specialization by Wesleyan University	Data Management and Visualization	Beginner	20
	Data Analysis Tools	Beginner	15
	Regression Modeling in Practice	Beginner	15
	Machine Learning for Data Analysis	Beginner	15
	Data Analysis and Interpretation Capstone	Beginner	10
Statistics with Python Specialization by University of Michigan	Understanding and Visualizing Data with Python	Beginner	20
	Inferential Statistical Analysis with Python	Beginner	20
	Fitting Statistical Models to Data with Python	Beginner	15
Python and Statistics for Financial Analysis by The Hong Kong University of Science and Technology	Python and Statistics for Financial Analysis	Beginner	15
Python Data Products for Predictive Analytics Specialization by University of California, San Diego	Basic Data Processing and Visualization	Intermediate	10
	Design Thinking and Predictive Analytics for Data Products	Intermediate	10
	Meaningful Predictive Modeling	Intermediate	10
	Deploying Machine Learning Models	Intermediate	10
Applied Data Science with Python Specialization by University of Michigan	Introduction to Data Science in Python	Intermediate	15
	Applied Plotting, Charting & Data Representation in Python	Intermediate	25
	Applied Machine Learning in Python	Intermediate	35
	Applied Text Mining in Python	Intermediate	30
	Applied Social Network Analysis in Python	Intermediate	30
Python for Everybody Specialization by University of Michigan	Programming for Everybody (Getting Started with Python)	Beginner	20
	Python Data Structures	Beginner	20
	Using Python to Access Web Data	Beginner	20
	Using Databases with Python	Beginner	15
	Capstone: Retrieving, Processing, and Visualizing Data with Python	Beginner	15

Machine Learning and Data Mining Specializations

Specialization	Course Name	Level	H
Machine Learning by Stanford University	Machine Learning	Intermediate	55
Machine Learning Specialization by University of Washington	Machine Learning Foundations: A Case Study Approach	Intermediate	15
	Machine Learning: Regression	Intermediate	20
	Machine Learning: Classification	Intermediate	20
	Machine Learning: Clustering & Retrieval	Intermediate	15
Machine Learning with TensorFlow on Google Cloud Platform Specialization by Google Cloud	How Google does Machine Learning	Intermediate	10
	Launching into Machine Learning	Intermediate	10
	Intro to TensorFlow	Intermediate	15
	Feature Engineering	Intermediate	15
	Art and Science of Machine Learning	Intermediate	15
Machine Learning: Algorithms in the Real World Specialization by Alberta Machine Intelligence Institute	Introduction to Applied Machine Learning	Intermediate	10
	Machine Learning Algorithms: Supervised Learning Tip to Tail	Intermediate	10
	Data for Machine Learning	Intermediate	15
	Optimizing Machine Learning Model Performance	Intermediate	15
Recommender Systems Specialization by University of Minnesota	Introduction to Recommender Systems: Non-Personalized and Content-Based	Intermediate	25
	Nearest Neighbor Collaborative Filtering	Intermediate	15
	Recommender Systems: Evaluation and Metrics	Intermediate	10
	Matrix Factorization and Advanced Techniques	Intermediate	15
	Recommender Systems Capstone	Intermediate	5
Data Mining Specialization by University of Illinois at Urbana-Champaign	Data Visualization	Intermediate	15
	Text Retrieval and Search Engines	Intermediate	35
	Text Mining and Analytics	Intermediate	35
	Pattern Discovery in Data Mining	Intermediate	15
	Cluster Analysis in Data Mining	Intermediate	15
	Data Mining Project	Intermediate	15
Process Mining: Data science in Action by Eindhoven University of Technology	Process Mining: Data science in Action	Intermediate	25
Digital Transformation by University of Virginia	Digital Transformation	Beginner	10
Healthcare Trends for Business Professionals Specialization by Northeastern University	Healthcare Consumerism and Implication for Care Delivery	Beginner	15
	Future Healthcare Payment Models	Beginner	15
	Evaluating the Quality of Healthcare Delivery	Beginner	10
	Business Application of Machine Learning and Artificial Intelligence in Healthcare	Beginner	15

Business Intelligence Specializations

Specialization	Course Name	Level	H
Business Statistics and Analysis Specialization by Rice University	Introduction to Data Analysis Using Excel	Beginner	10
	Basic Data Descriptors, Statistical Distributions, and Application to Business Decisions	Beginner	15
	Business Applications of Hypothesis Testing and Confidence Interval Estimation	Beginner	20
	Linear Regression for Business Statistics	Beginner	20
	Business Statistics and Analysis Capstone	Beginner	10
Executive Data Science Specialization by Johns Hopkins University	A Crash Course in Data Science	Beginner	5
	Building a Data Science Team	Beginner	5
	Managing Data Analysis	Beginner	10
	Data Science in Real Life	Beginner	5
	Executive Data Science Capstone	Beginner	5
Data Visualization with Tableau Specialization by University of California, Davis	Fundamentals of Visualization with Tableau	Beginner	15
	Essential Design Principles for Tableau	Beginner	15
	Visual Analytics with Tableau	Beginner	15
	Creating Dashboards and Storytelling with Tableau	Beginner	20
	Data Visualization with Tableau Project	Beginner	20
Statistics with R Specialization by Duke University	Introduction to Probability and Data	Beginner	15
	Inferential Statistics	Beginner	15
	Linear Regression and Modeling	Beginner	10
	Bayesian Statistics	Beginner	40
	Statistics with R Capstone	Beginner	10
Statistical Analysis with R for Public Health Specialization by Imperial College London	Introduction to Statistics & Data Analysis in Public Health	Beginner	20
	Linear Regression in R for Public Health	Beginner	20
	Logistic Regression in R for Public Health	Beginner	15
	Survival Analysis in R for Public Health	Beginner	15
Excel Skills for Business Specialization by Macquarie University	Excel Skills for Business: Essentials	Beginner	25
	Excel Skills for Business: Intermediate I	Beginner	20
	Excel Skills for Business: Intermediate II	Beginner	20
	Excel Skills for Business: Advanced	Beginner	20
Excel/VBA for Creative Problem Solving Specialization by University of Colorado Boulder	Excel/VBA for Creative Problem Solving, Part 1	Beginner	20
	Excel/VBA for Creative Problem Solving, Part 2	Beginner	20
	Excel/VBA for Creative Problem Solving, Part 3 (Projects)	Beginner	20
Data Visualization Specialization by Arizona State University	Introduction to Data Exploration and Visualization	Intermediate	25
	Multivariate and Geographical Data Analysis	Intermediate	25
	Temporal and Hierarchical Data Analysis	Intermediate	30
	Additional Tools Used for Data Visualization	Intermediate	15

Data Science Specializations

Specialization	Course Name	Level	H
Introduction to Programming with MATLAB by Vanderbilt University	Introduction to Programming with MATLAB	Beginner	40
Practical Data Science with MATLAB Specialization by MathWorks	Exploratory Data Analysis with MATLAB	Beginner	20
	Data Processing and Feature Engineering with MATLAB	Beginner	5
	Predictive Modeling and Machine Learning with MATLAB	Beginner	10
	Data Science Project: MATLAB for the Real World	Beginner	0
Data Science: Foundations using R Specialization by Johns Hopkins University	The Data Scientist’s Toolbox	Beginner	10
	R Programming	Beginner	60
	Getting and Cleaning Data	Beginner	20
	Exploratory Data Analysis	Beginner	60
	Reproducible Research	Beginner	10
IBM Data Science Profession Specialization by IBM	What is Data Science?	Beginner	10
	Open Source tools for Data Science	Beginner	20
	Data Science Methodology	Beginner	10
	Python for Data Science and AI	Beginner	20
	Databases and SQL for Data Science	Beginner	15
	Data Analysis with Python	Beginner	15
	Data Visualization with Python	Beginner	20
	Machine Learning with Python	Beginner	25
	Applied Data Science Capstone	Beginner	50
Data Science Specialization by Johns Hopkins University	The Data Scientist’s Toolbox	Beginner	10
	R Programming	Beginner	60
	Getting and Cleaning Data	Beginner	20
	Exploratory Data Analysis	Beginner	60
	Reproducible Research	Beginner	10
	Statistical Inference	Beginner	55
	Regression Models	Beginner	55
	Practical Machine Learning	Beginner	10
	Developing Data Products	Beginner	15
	Data Science Capstone	Beginner	10
From Data to Insights with Google Cloud Platform Specialization by Google Cloud	Exploring ​and ​Preparing ​your ​Data with BigQuery	Beginner	15
	Creating New BigQuery Datasets and Visualizing Insights	Beginner	15
	Achieving Advanced Insights with BigQuery	Beginner	15
	Applying Machine Learning to your Data with GCP	Beginner	15
Introduction to Data Science Specialization by IBM	What is Data Science?	Beginner	10
	Open Source tools for Data Science	Beginner	20
	Data Science Methodology	Beginner	10
	Databases and SQL for Data Science	Beginner	15
Data Science: Statistics and Machine Learning Specialization by Johns Hopkins University	Statistical Inference	Intermediate	55
	Regression Models	Intermediate	55
	Practical Machine Learning	Intermediate	10
	Developing Data Products	Intermediate	15
	Data Science Capstone	Intermediate	5
Data Science at Scale Specialization by University of Washington	Data Manipulation at Scale: Systems and Algorithms	Intermediate	25
	Practical Predictive Analytics: Models and Methods	Intermediate	10
	Communicating Data Science Results	Intermediate	10
	Data Science at Scale - Capstone Project	Intermediate	15

Database Systems Specializations

Specialization	Course Name	Level	H
SQL for Data Science by University of California, Davis	SQL for Data Science	Beginner	15
Learn SQL Basics for Data Science Specialization by University of California, Davis	SQL for Data Science	Beginner	15
	Data Wrangling, Analysis and AB Testing with SQL	Beginner	15
	Distributed Computing with Spark SQL	Beginner	15
	SQL for Data Science Capstone Project	Beginner	35
Excel to MySQL: Analytic Techniques for Business Specialization by Duke University	Business Metrics for Data-Driven Companies	Beginner	10
	Mastering Data Analysis in Excel	Beginner	25
	Data Visualization and Communication with Tableau	Beginner	30
	Managing Big Data with MySQL	Beginner	50
	Increasing Real Estate Management Profits: Harnessing Data Analytics	Beginner	20
Data Systems Specialization by Arizona State University	Core Database Concepts	Intermediate	20
	Distributed Database Systems	Intermediate	20
	NoSQL Database Systems	Intermediate	10
	Big Data Tools	Intermediate	10
	Data Management in the Cloud	Intermediate	10
Database systems Specialization by universidad nacional autonoma de mexico	Relational database systems	Intermediate	25
	Business intelligence and data warehousing	Intermediate	15
	NoSQL systems	Intermediate	15
	Designing data-intensive applications	Intermediate	10

Big Data Specializations

Specialization	Course Name	Level	H
Distributed Computing with Spark SQL by University of California, Davis	Distributed Computing with Spark SQL	Intermediate	15
Big Data Specialization by University of California, San Diego	Introduction to Big Data	Beginner	20
	Big Data Modeling and Management Systems	Beginner	15
	Big Data Integration and Processing	Beginner	20
	Machine Learning With Big Data	Beginner	25
	Graph Analytics for Big Data	Beginner	15
	Big Data - Capstone Project	Beginner	25
Modern Big Data Analysis with SQL Specialization by Cloudera	Foundations for Big Data Analysis with SQL	Beginner	15
	Analyzing Big Data with SQL	Beginner	20
	Managing Big Data in Clusters and Cloud Storage	Beginner	20
Functional Programming in Scala Specialization by ecole polytechnique federale de lausanne	Functional Programming Principles in Scala	Intermediate	45
	Functional Program Design in Scala	Intermediate	30
	Parallel programming	Intermediate	35
	Big Data Analysis with Scala and Spark	Intermediate	30
	Functional Programming in Scala Capstone	Intermediate	30
Big Data for Data Engineers Specialization by Yandex	Big Data Essentials: HDFS, MapReduce and Spark RDD	Intermediate	40
	Big Data Analysis: Hive, Spark SQL, DataFrames and GraphFrames	Intermediate	30
	Big Data Applications: Machine Learning at Scale	Intermediate	25
	Big Data Applications: Real-Time Streaming	Intermediate	20
	Big Data Services: Capstone Project	Intermediate	5

Data Engineering Specializations

Specialization	Course Name	Level	H
Data Engineering, Big Data, and Machine Learning on GCP Specialization by Google Cloud	Google Cloud Platform Big Data and Machine Learning Fundamentals	Intermediate	15
	Leveraging Unstructured Data with Cloud Dataproc on Google Cloud Platform	Intermediate	10
	Serverless Data Analysis with Google BigQuery and Cloud Dataflow	Intermediate	15
	Serverless Machine Learning with Tensorflow on Google Cloud Platform	Intermediate	15
	Building Resilient Streaming Systems on Google Cloud Platform	Intermediate	10
Data Engineering with GCP Profession Specialization by Google Cloud	Google Cloud Platform Big Data and Machine Learning Fundamentals	Intermediate	15
	Leveraging Unstructured Data with Cloud Dataproc on Google Cloud Platform	Intermediate	10
	Serverless Data Analysis with Google BigQuery and Cloud Dataflow	Intermediate	15
	Serverless Machine Learning with Tensorflow on Google Cloud Platform	Intermediate	15
	Building Resilient Streaming Systems on Google Cloud Platform	Intermediate	10
Data Warehousing for Business Intelligence Specialization by University of Colorado Boulder	Database Management Essentials	Advanced	45
	Data Warehouse Concepts, Design, and Data Integration	Advanced	25
	Relational Database Support for Data Warehouses	Advanced	30
	Business Intelligence Concepts, Tools, and Applications	Advanced	25
	Design and Build a Data Warehouse for Business Intelligence Implementation	Advanced	20
Advanced Business Analytics Specialization by University of Colorado Boulder	Introduction to Data Analytics for Business	Advanced	15
	Predictive Modeling and Analytics	Advanced	15
	Business Analytics for Decision Making	Advanced	10
	Communicating Business Analytics Results	Advanced	10
	Advanced Business Analytics Capstone	Advanced	20
Advanced Data Science with IBM Specialization by IBM	Fundamentals of Scalable Data Science	Advanced	20
	Advanced Machine Learning and Signal Processing	Advanced	20
	Applied AI with DeepLearning	Advanced	25
	Advanced Data Science Capstone	Advanced	15

SKILLS YOU WILL GAIN:
data science, data analysis, excel, data cleansing, data management, data processing, data validation, data wrangling, data quality, data modeling, data parallelism, data integration, data storage, data retrieval, data warehousing, data engineering, data mining, text mining, natural language processing, natural language toolkit (nltk), time series, machine learning, advanced machine learning, multi-task learning, multi-task learning, reinforcement learning, markov chain monte carlo (mcmc), tableau, data vizualisation, advanced data vizualisation, python programming, r programming, rstudio, scala programming, python libraries, sql, nosql, database systems, database design, business analysis, business intelligence, apache spark, apache hadoop, big data, presentation design, extraction and transformation and loading (etl), web scraping, parallel computing, cloud computing, cloud databases

4. Software-Engineering-Specializations

Software Engineering Specializations road map for computer science students.

Java Programming Language and Object Orinted Specializations

Specialization	Course Name	Level	H
Java Programming and Software Engineering Fundamentals Specialization by Duke University	Programming Foundations with JavaScript, HTML and CSS	Beginner	35
	Java Programming: Solving Problems with Software	Beginner	15
	Java Programming: Arrays, Lists, and Structured Data	Beginner	15
	Java Programming: Principles of Software Design	Beginner	10
	Java Programming: Build a Recommendation System	Beginner	10
Computer Science: Programming with a Purpose by Princeton University	Computer Science: Programming with a Purpose	Intermediate	90
Object Oriented Programming in Java by University of California, San Diego	Object Oriented Programming in Java	Intermediate	40
Object Oriented Java Programming: Data Structures and Beyond Specialization by University of California, San Diego	Object Oriented Programming in Java	Intermediate	40
	Data Structures and Performance	Intermediate	40
	Advanced Data Structures in Java	Intermediate	30
	Mastering the Software Engineering Interview	Intermediate	20
	Capstone: Analyzing (Social) Network Data	Intermediate	20

Software Engineering Specializations

Specialization	Course Name	Level	H
Software Design and Architecture Specialization by University of Alberta	Object-Oriented Design	Beginner	20
	Design Patterns	Beginner	25
	Software Architecture	Beginner	15
	Service-Oriented Architecture	Beginner	15
Secure Software Design Specialization by University of Colorado Boulder	Software Design as an Element of the Software Development Lifecycle	Beginner	10
	Software Design as an Abstraction	Beginner	15
	Software Design Methods and Tools	Beginner	15
	Software Design Threats and Mitigations	Beginner	20
Google IT Automation with Python Profession Specialization by Google	Crash Course on Python	Beginner	30
	Using Python to Interact with the Operating System	Beginner	30
	Introduction to Git and GitHub	Beginner	20
	Troubleshooting and Debugging Techniques	Beginner	20
	Configuration Management and the Cloud	Beginner	20
	Automating Real-World Tasks with Python	Beginner	15
Introduction to Systems Engineering by UNSW Sydney (The University of New South Wales)	Introduction to Systems Engineering	Intermediate	30
Software Development Lifecycle Specialization by University of Minnesota	Software Development Processes and Methodologies	Intermediate	20
	Agile Software Development	Intermediate	15
	Lean Software Development	Intermediate	15
	Engineering Practices for Building Quality Software	Intermediate	20

Web Development Specializations

Specialization	Course Name	Level	H
Responsive Website Development and Design Specialization by University of London & Goldsmiths, University of London	Responsive Website Basics: Code with HTML, CSS, and JavaScript	Beginner	20
	Responsive Web Design	Beginner	20
	Introduction to Meteor.js Development	Beginner	20
	Web Application Development with JavaScript and MongoDB	Beginner	20
	Responsive Website Tutorial and Examples	Beginner	20
	Responsive Website Development and Design Capstone	Beginner	20
Web Design for Everybody: Basics of Web Development & Coding Specialization by University of Michigan	Introduction to HTML5	Intermediate	15
	Introduction to CSS3	Intermediate	15
	Interactivity with JavaScript	Intermediate	15
	Advanced Styling with Responsive Design	Intermediate	15
	Web Design for Everybody Capstone	Intermediate	25
Full Stack Web and Multiplatform Mobile App Development Specialization by The Hong Kong University of Science and Technology	Front-End Web UI Frameworks and Tools: Bootstrap 4	Intermediate	40
	Front-End JavaScript Frameworks: Angular	Intermediate	45
	Multiplatform Mobile App Development with Web Technologies: Ionic and Cordova	Intermediate	45
	Multiplatform Mobile App Development with NativeScript	Intermediate	45
	Server-side Development with NodeJS, Express and MongoDB	Intermediate	55
Full-Stack Web Development with React Specialization by The Hong Kong University of Science and Technology	Front-End Web UI Frameworks and Tools: Bootstrap 4	Intermediate	40
	Front-End Web Development with React	Intermediate	45
	Multiplatform Mobile App Development with React Native	Intermediate	45
	Server-side Development with NodeJS, Express and MongoDB	Intermediate	55
Web Applications for Everybody Specialization by University of Michigan	Building Web Applications in PHP	Intermediate	30
	Introduction to Structured Query Language (SQL)	Intermediate	20
	Building Database Applications in PHP	Intermediate	25
	JavaScript, jQuery, and JSON	Intermediate	25
HTML, CSS, and Javascript for Web Developers by Johns Hopkins University	HTML, CSS, and Javascript for Web Developers	Intermediate	30
How To Create a Website in a Weekend! (Project-Centered Course) by The State University of New York	How To Create a Website in a Weekend! (Project-Centered Course)	Intermediate	25
Server-side Development with NodeJS, Express and MongoDB by The Hong Kong University of Science and Technology	Server-side Development with NodeJS, Express and MongoDB	Intermediate	55

Mobile Development Specializations

Specialization	Course Name	Level	H
Android App Development Specialization by Vanderbilt University	Java for Android	Beginner	45
	Android App Components - Intents, Activities, and Broadcast Receivers	Beginner	15
	Android App Components - Services, Local IPC, and Content Providers	Beginner	15
	Engineering Maintainable Android Apps	Beginner	10
	Capstone MOOC for "Android App Development	Beginner	10
Advanced App Development in Android Specialization by Imperial College London	Introduction to Android graphics	Intermediate	20
	Android Graphics with OpenGL ES	Intermediate	25
	3D Graphics in Android: Sensors and VR	Intermediate	30
	Advanced App Development in Android Capstone	Intermediate	25
iOS Development for Creative Entrepreneurs Specialization by University of California, Irvine	Foundations of Objective-C App Development	Beginner	20
	Networking and Security in iOS Applications	Beginner	20
	Best Practices for iOS User Interface Design	Beginner	20
	Games, Sensors and Media	Beginner	25
	Toward the Future of iOS Development with Swift	Beginner	25
	iOS Project: Transreality Game	Beginner	20
iOS App Development with Swift Specialization by University of Toronto	Introduction To Swift Programming	Intermediate	10
	iOS App Development Basics	Intermediate	10
	App Design and Development for iOS	Intermediate	10
	Build Your Own iOS App	Intermediate	10
Kotlin for Java Developers by JetBrains	Kotlin for Java Developers	Intermediate	30
Developing Android Apps with App Inventor by The Hong Kong University of Science and Technology	Developing Android Apps with App Inventor	Intermediate	25
Programming Mobile Applications for Android Handheld Systems: Part 1 by University of Maryland, College Park	Programming Mobile Applications for Android Handheld Systems: Part 1	Intermediate	30
Programming Mobile Applications for Android Handheld Systems: Part 2 by University of Maryland, College Park	Programming Mobile Applications for Android Handheld Systems: Part 2	Intermediate	20
Java for Android by Vanderbilt University	Java for Android	Intermediate	45
Creative Programming for Digital Media & Mobile Apps by University of London	Creative Programming for Digital Media & Mobile Apps	Intermediate	20

Game Development Specializations

Specialization	Course Name	Level	H
C# Programming for Unity Game Development Specialization by University of Colorado Boulder	Introduction to C# Programming and Unity	Beginner	20
	More C# Programming and Unity	Beginner	20
	Intermediate Object-Oriented Programming for Unity Games	Beginner	15
	Data Structures and Design Patterns for Game Developers	Beginner	20
	C# Programming for Unity Game Development Capstone Project	Beginner	15
Game Design: Art and Concepts Specialization by California Institute of the Arts	Introduction to Game Design	Beginner	10
	Story and Narrative Development for Video Games	Beginner	15
	World Design for Video Games	Beginner	15
	Character Design for Video Games	Beginner	15
	Game Design Document: Define the Art & Concepts	Beginner	20
Game Design and Development Specialization by Michigan State University	Introduction to Game Development	Intermediate	20
	Principles of Game Design	Intermediate	20
	Business of Games and Entrepreneurship	Intermediate	20
	Game Development for Modern Platforms	Intermediate	15
	Game Design and Development Capstone	Intermediate	20
Unity Certified Programmer Exam Preparation Specialization by Unity	Core Interaction Programming	Intermediate	15
	Application Systems Programming	Intermediate	20
	3D Interactions and Navigation	Intermediate	15
	3D Art and Audio Pipeline	Intermediate	10
Unity Certified 3D Artist Specialization by Unity	Asset Creation and Management	Intermediate	10
	Lighting, Reflection, and Post Processing Effects	Intermediate	10
	Integrating Scripts for Scene Interactions	Intermediate	10
	Character Setup and Animation	Intermediate	10
	Creating Cutscenes in Unity	Intermediate	15

User Interface and User Experience UI/UX Specializations

Specialization	Course Name	Level	H
Introduction to User Experience Design by Georgia Institute of Technology	Introduction to User Experience Design	Beginner	10
User Experience Research and Design Specialization by University of Michigan	Introduction to User Experience Principles and Processes	Beginner	15
	Understanding User Needs	Beginner	15
	Evaluating Designs with Users	Beginner	10
	UX Design: From Concept to Prototype	Beginner	20
	UX Research at Scale: Surveys, Analytics, Online Testing	Beginner	25
	UX (User Experience) Capstone	Beginner	20
Interaction Design Specialization by University of California, San Diego	Human-Centered Design: an Introduction	Intermediate	15
	Design Principles: an Introduction	Intermediate	15
	Social Computing	Intermediate	10
	Input and Interaction	Intermediate	10
	User Experience: Research & Prototyping	Intermediate	15
	Information Design	Intermediate	15
	Designing, Running, and Analyzing Experiments	Intermediate	15
	Interaction Design Capstone Project	Intermediate	40
UI / UX Design Specialization by California Institute of the Arts	Visual Elements of User Interface Design	Beginner	20
	UX Design Fundamentals	Beginner	15
	Web Design: Strategy and Information Architecture	Beginner	15
	Web Design: Wireframes to Prototypes	Beginner	45
The Unix Workbench by Johns Hopkins University	The Unix Workbench	Beginner	20

Continuous delivery and DevOps Specializations

Specialization	Course Name	Level	H
Open Source Software Development, Linux and Git Specialization by The Linux Foundation	Open Source Software Development Methods	Beginner	10
	Linux for Developers	Beginner	20
	Linux Tools for Developers	Beginner	20
	Using Git for Distributed Development	Beginner	20
Architecting with Google Kubernetes Engine Specialization by Google Cloud	Google Cloud Platform Fundamentals: Core Infrastructure	Beginner	15
	Architecting with Google Kubernetes Engine: Foundations	Beginner	15
	Architecting with Google Kubernetes Engine: Workloads	Beginner	25
	Architecting with Google Kubernetes Engine: Production	Beginner	15
Version Control with Git by Atlassian	Version Control with Git	Intermediate	15
DevOps Culture and Mindset by University of California, Davis	DevOps Culture and Mindset	Intermediate	15
Continuous Delivery & DevOps by University of Virginia	Continuous Delivery & DevOps	Intermediate	10
Continuous Integration by University of California, Davis	Continuous Integration	Intermediate	20
Google Cloud Platform Fundamentals: Core Infrastructure by Google Cloud	Google Cloud Platform Fundamentals: Core Infrastructure	Intermediate	15
Essential Cloud Infrastructure: Foundation by Google Cloud	Essential Cloud Infrastructure: Foundation	Intermediate	10
Cloud Computing Specialization by University of Illinois at Urbana-Champaign	Cloud Computing Concepts, Part 1	Intermediate	25
	Cloud Computing Concepts: Part 2	Intermediate	20
	Cloud Computing Applications, Part 1: Cloud Systems and Infrastructure	Intermediate	15
	Cloud Computing Applications, Part 2: Big Data and Applications in the Cloud	Intermediate	20
	Cloud Networking	Intermediate	25
	Cloud Computing Project	Intermediate	25
Getting Started with Google Kubernetes Engine by Google Cloud	Getting Started with Google Kubernetes Engine	Intermediate	15

Project Management Specializations

Specialization	Course Name	Level	H
Fundamentals of Project Planning and Management by University of Virginia	Fundamentals of Project Planning and Management	Beginner	10
Agile with Atlassian Jira by Atlassian	Agile with Atlassian Jira	Beginner	15
Agile Analytics by University of Virginia	Agile Analytics	Beginner	15
Innovation: From Creativity to Entrepreneurship Specialization by University of Illinois at Urbana-Champaign	Strategic Innovation: Building and Sustaining Innovative Organizations	Beginner	25
	Strategic Innovation: Managing Innovation Initiatives	Beginner	20
	Creativity Toolkit I: Changing Perspectives	Beginner	20
	Creativity Toolkit II: Creative Collaboration	Beginner	20
	Entrepreneurship I: Laying the Foundation	Beginner	15
	Entrepreneurship II: Preparing for Launch	Beginner	15
	Innovation: From Creativity to Entrepreneurship Capstone	Beginner	10
Strategic Leadership and Management Specialization by University of Illinois at Urbana-Champaign	Foundations of Everyday Leadership	Beginner	20
	Applications of Everyday Leadership	Beginner	15
	Designing the Organization	Beginner	15
	Managing the Organization	Beginner	15
	Business Strategy	Beginner	20
	Corporate Strategy	Beginner	15
	Strategic Leadership and Management Capstone	Beginner	15
Digital Product Management Specialization by University of Virginia	Digital Product Management: Modern Fundamentals	Beginner	15
	Agile Meets Design Thinking	Beginner	10
	Hypothesis-Driven Development	Beginner	10
	Agile Analytics	Beginner	15
	Managing an Agile Team	Beginner	15
Agile Development Specialization by University of Virginia	Agile Meets Design Thinking	Beginner	10
	Running Product Design Sprints	Beginner	10
	Managing an Agile Team	Beginner	15
	Hypothesis-Driven Development	Beginner	10
	Agile Development in Practice (Project-centered Course)	Beginner	40
Software Product Management Specialization by University of Alberta	Introduction to Software Product Management	Beginner	5
	Software Processes and Agile Practices	Beginner	10
	Client Needs and Software Requirements	Beginner	15
	Agile Planning for Software Products	Beginner	15
	Reviews & Metrics for Software Improvements	Beginner	10
	Software Product Management Capstone	Beginner	25
Managing Major Engineering Projects Specialization by University of Leeds	Major Engineering Project Performance	Intermediate	20
	Major Engineering Projects: Governance, Risk and Scope	Intermediate	25
	Financing and Initiating Major Engineering Projects	Intermediate	25

SKILLS YOU WILL GAIN:
software engineering, object oriented design, object oriented analysis, service oriented architecture, analysis of systems, design of systems, quality control, desktop applications, mobile applications, web applications, game applications, cross platform development, continuous delivery, devops, cloud computing, project management, operating systems, android, ios, product development, google app engine (gae), unity, parallel computing, parallel processing, shell script, web service, kubernetes, game design, virtual machine (vm), virtual reality (vr), php programming, agile user stories, software quality, microservices, user interface (ui), jenkins, github, command line interface, version control systems, java programming, python programming, c# programming, swift programming, objective-c, google cloud platform, google compute engine, human computer interaction, continuous delivery, reactive programming, distributed systems, software architecture, agile software development, javascript programming, user experience (ux), responsive web design