For Data Science Beginners
Set of Notes with links to help those who are Data Science Beginners. Feel free to raise a PR if you need to!
Blogs to Follow:
- Data Science Central
- KDNuggets
- Analytics Vidhya
- Data Science Plus
- R-Bloggers
- What are the best Blogs for Data Scientists to Read - Quora
- Cognitive class
- Simply Statistics
- Edwin Chens blog
- Deepmind Blog
- Dataversity Blog
- Yhat Blog
- Visualization with R
- DataSchool
To Learn:
- ADVICE FOR ASPIRING DATA SCIENTISTS AND OTHER FAQS
- How to get your first job in Data Science? Tomi Mester Medium
- The most comprehensive Data Science learning plan for 2017
- LeaRning Path on R - Step by Step Guide to Learn Data Science on R
- Python Training | Python For Data Science | Learn Python
- Infographic - Quick Guide to learn Python for Data Science
- Minimalistic Learning Path to Become a Data Scientist
- SQL for Data Analysis (Udacity)
- Recommended Python learning resources - fast.ai
Videos:
- Practical Deep Learning Course for Coders
- Introduction to R for Data Science | edX
- Data Science | Coursera
- Aspiring Data Scientist! Here are 8 free online courses to start
- Statistics and Data Science | Stanford
Github:
- GitHub - Developer-Y/cs-video-courses: List of Computer Science courses with video lectures.
- GitHub - JanVanRyswyck/awesome-talks: Awesome online talks and screencasts
- GitHub - caesar0301/awesome-public-datasets: A topic-centric list of high-quality open datasets in public domains. By everyone, for everyone!
- GitHub - josephmisiti/awesome-machine-learning: A curated list of awesome Machine Learning frameworks, libraries and software.
- GitHub - ChristosChristofidis/awesome-deep-learning: A curated list of awesome Deep Learning tutorials, projects and communities.
- GitHub - ossu/data-science: Path to a free self-taught education in Data Science!.
Hackathons/Competitions:
- Kaggle: Your Home for Data Science
- DataHack : Biggest Data hackathon platform for Data Scientists
- CrowdANALYTIX:A crowdsourced analytics platform to solve data-driven business problems
- http://www.topcoder.com/active-challenges/data/
Datasets:
- Data worldbank
- Open Government Data (OGD) Platform India
- http://archive.ics.uci.edu/ml/
- Datasets | Kaggle
- r/datasets | Reddit
- Data World
- Data Sources - Jo Hardin - Pomona College
- Google Dataset Search
- Gapminder World
Podcasts:
- Artificial Intelligence: AI Podcast - by Lex Fridman
- Partially Derivative
- Data Skeptic
- Linear Digressions
- R-Podcast
- Not so standard deviations
- Dataframed
Libraries:
Communities:
Misc:
- Git for Humans - Alice Bartlett [Video]
- From Data to Viz leads you to the most appropriate graph for your data.
Videos:
- Tetiana Ivanova - How to become a Data Scientist in 6 months a hackerโs approach to career planning
- Beginner guide for Neural Networks and Machine Learning
Newsletter:
Math Courses:
Statistics Courses:
- Introduction to Probability
- Introduction to Statistics: Probability
- Statistical Reasoning
- Introduction to Statistics: Inference
- Introduction to Statistics: Descriptive Statistics
- MIT OCW Multivariable Calculus
Importance of Portfolio