YouTube-Playlists
YouTube playlists road map for computer science students.
1. Computer-Science-Playlists
Computer Science Playlists road map for computer science students, which including the following main topics:
1.1- Introduction to Computer Science Playlists
1.2- Programming Languages and Object Oriented Playlists
1.3- Mathematics and Discrete Mathematics Playlists
1.4- Calculus and Algebra and Differential Equations Playlists
1.5- Probability and Statistics Playlists
1.6- Electronics and Logic Design Playlists
1.7- Data Structures and Algorithms Playlists
1.8- Operating Systems and Shell Scripting Playlists
1.9- Theory of Computations and Computer Architecture Playlists
1.10- Compilers and Parallel Computing and Distributed Systems Playlists
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), electronics, logic design, data structures, algorithms, advanced data Structures, advanced algorithms, theory of computations, compiler, concepts of programming languages, computer architecture, computer organization, parallel processing, parallel computing, distributed systems, operating systems, shell scripting
2. Artificial-Intelligence-Playlists
Artificial Intelligence Playlists road map for computer science students, which including the following main topics:
2.1- Data Analysis Playlists
2.2- Machine Learning and Data Mining Playlists
2.3- Artificial Intelligence Playlists
2.4- Digital Signal Processing and Data Compression
2.5- Computer Graphics Playlists
2.6- Computer Vision and Image Processing Playlists
2.7- Deep Learning Playlists
2.8- Natural Language Processing Playlists
2.9- Reinforcement Learning Playlists
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-Playlists
Data Science Playlists road map for computer science students.
3.1- Data Analysis Playlists
3.2- Machine Learning and Data Mining Playlists
3.3- Business Intelligence Playlists
3.4- Data Science Playlists
3.5- Database Management Systems and Data Warehousing Playlists
3.6- Files Organization and Data Storage Playlists
3.7- Database Design Playlists
3.8- Big Data Playlists
3.9- Data Engineering Playlists
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, 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-Playlists
Software Engineering Playlists road map for computer science students.
4.1- Java Programming Language and Object Orinted Playlists
4.2- Software Engineering Playlists
4.3- Web Development Playlists
4.4- Mobile Development Playlists
4.5- Game Development Playlists
4.6- User Interface and User Experience (UI/UX) Playlists
4.7- Continuous Delivery and DevOps Playlists
4.8- Cloud Computing Playlists
4.9- Project Management Playlists
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, 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, reactive programming, distributed systems, software architecture, agile software development, javascript programming, user experience (ux), responsive web design