Learn Data Science in 3 Months
I've created a 3 month curriculum to help you go from absolute beginner to proficient in the art of data science! This open source curriculum consists of purely free resources that I’ve compiled from across the Web and has no prerequisites, you don’t even have to have coded before. I’ve designed it for anyone who wants to improve their skills and find paid work ASAP, ether through a full-time position or contract work. You’ll be learning a host of tools like SQL, Python, Hadoop, and even data storytelling, all of which make up the complete data science pipeline.
Curriculum for this video:
https://github.com/llSourcell/Learn_Data_Science_in_3_Months
Please Subscribe! And like. And comment. That's what keeps me going.
Want more education? Connect with me here:
Twitter: https://twitter.com/sirajraval
Facebook: https://www.facebook.com/sirajology
instagram: https://www.instagram.com/sirajraval
Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/
And please support me on Patreon:
https://www.patreon.com/user?u=3191693
Week 1 - Learn Python
- EdX https://www.edx.org/course/introduction-python-data-science-2
- Siraj Raval https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU
Week 2 - Statistics & Probability
- KhanAcademy https://www.khanacademy.org/math/statistics-probability
Week 3 - Data Pre-processing, Data Vis, Exploratory Data Analysis
- EdX https://www.edx.org/course/introduction-to-computing-for-data-analysis
Week 4 - Kaggle Project #1
Week 5-6 - Algorithms & Machine Learning
- Columbia https://courses.edx.org/courses/course-v1:ColumbiaX+DS102X+2T2018/course/
Week 7 - Deep Learning
- Part 1 and 2 of DL Book https://www.deeplearningbook.org/
- Siraj Raval https://www.youtube.com/watch?v=vOppzHpvTiQ&list=PL2-dafEMk2A7YdKv4XfKpfbTH5z6rEEj3
Week 8 - Kaggle Project #2
Week 9 - Databases (SQL + NoSQL)
- Udacity https://www.udacity.com/course/intro-to-relational-databases--ud197
- EdX https://www.edx.org/course/introduction-to-nosql-data-solutions-2
Week 10 - Hadoop & Map Reduce + Spark
- Udacity https://www.udacity.com/course/intro-to-hadoop-and-mapreduce--ud617
- Spark Workshop https://stanford.edu/~rezab/sparkclass/slides/itas_workshop.pdf
Week 11 - Data Storytelling
- Edx https://www.edx.org/course/analytics-storytelling-impact-1
Week 12- Kaggle Project #3
Signup for my newsletter for exciting updates in the field of AI:
https://goo.gl/FZzJ5w
Hiring? Need a Job? See our job board!:
www.theschool.ai/jobs/
Need help on a project? See our consulting group:
www.theschool.ai/consulting-group/
Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Видео Learn Data Science in 3 Months канала Siraj Raval
Curriculum for this video:
https://github.com/llSourcell/Learn_Data_Science_in_3_Months
Please Subscribe! And like. And comment. That's what keeps me going.
Want more education? Connect with me here:
Twitter: https://twitter.com/sirajraval
Facebook: https://www.facebook.com/sirajology
instagram: https://www.instagram.com/sirajraval
Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/
And please support me on Patreon:
https://www.patreon.com/user?u=3191693
Week 1 - Learn Python
- EdX https://www.edx.org/course/introduction-python-data-science-2
- Siraj Raval https://www.youtube.com/watch?v=T5pRlIbr6gg&list=PL2-dafEMk2A6QKz1mrk1uIGfHkC1zZ6UU
Week 2 - Statistics & Probability
- KhanAcademy https://www.khanacademy.org/math/statistics-probability
Week 3 - Data Pre-processing, Data Vis, Exploratory Data Analysis
- EdX https://www.edx.org/course/introduction-to-computing-for-data-analysis
Week 4 - Kaggle Project #1
Week 5-6 - Algorithms & Machine Learning
- Columbia https://courses.edx.org/courses/course-v1:ColumbiaX+DS102X+2T2018/course/
Week 7 - Deep Learning
- Part 1 and 2 of DL Book https://www.deeplearningbook.org/
- Siraj Raval https://www.youtube.com/watch?v=vOppzHpvTiQ&list=PL2-dafEMk2A7YdKv4XfKpfbTH5z6rEEj3
Week 8 - Kaggle Project #2
Week 9 - Databases (SQL + NoSQL)
- Udacity https://www.udacity.com/course/intro-to-relational-databases--ud197
- EdX https://www.edx.org/course/introduction-to-nosql-data-solutions-2
Week 10 - Hadoop & Map Reduce + Spark
- Udacity https://www.udacity.com/course/intro-to-hadoop-and-mapreduce--ud617
- Spark Workshop https://stanford.edu/~rezab/sparkclass/slides/itas_workshop.pdf
Week 11 - Data Storytelling
- Edx https://www.edx.org/course/analytics-storytelling-impact-1
Week 12- Kaggle Project #3
Signup for my newsletter for exciting updates in the field of AI:
https://goo.gl/FZzJ5w
Hiring? Need a Job? See our job board!:
www.theschool.ai/jobs/
Need help on a project? See our consulting group:
www.theschool.ai/consulting-group/
Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Видео Learn Data Science in 3 Months канала Siraj Raval
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
Learn Machine Learning in 3 Months (with curriculum)Mathematics of Machine LearningStep by step roadmap to learn data science in 6 months | Complete data science roadmapHow I Would Learn Data Science in 2022How to Make a Data Science Project with KaggleSkills Needed For Data Scientist and Data AnalystHow to learn data science in 2022 (the minimize effort maximize outcome way)How I Would Learn Data Science in 2022 (If I Had to Start Over)How to Do Freelance AI ProgrammingLearn data analyst skills in 3 months, step by step | Complete data analyst roadmap in 202211. Introduction to Machine Learning5 Steps to Pass Data Science InterviewsOne Simple Method to Learn Any Language | Scott Young & Vat Jaiswal | TEDxEastsidePrepIntroduction - Learn Python for Data Science #1Can You Become a Data Scientist?How to Learn Mathematics FastData Analysis with Python - Full Course for Beginners (Numpy, Pandas, Matplotlib, Seaborn)How to Make Money with TensorflowESEN DL50 - 1: Machine Learning Summary