Thread by @ammaryh92

Data Science learning roadmap
If you are looking to get into machine learning, I would like to make your life easier by listing some of my favorite resources in this thread 🧵👇
#MachineLearning

1⃣Python is the most common language for data science (even though there are other great languages like R, C++)
This playlist by @JustinMitchel is a great way to start.
youtube.com/playlist?list=…

2⃣SQL
This @udacity free course is amazing.
udacity.com/course/sql-for…

3⃣Statistics
These two courses by @udacity provide an amazing introduction about inferential and descriptive statistics.
udacity.com/course/intro-t…

udacity.com/course/intro-t…

4⃣Data Analysis
- A great introduction into the data analysis process
udacity.com/course/intro-t…
- The amazing book "Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython" by @wesmckinn is the best resource out there for learn data analysis fundamentals.

- A great and extensive data analysis course on @freeCodeCamp

5⃣Machine learning
- A great introduction into machine learning by @fishnets88

- The amazing book "Hands-on Machine Learning with Scikit-Learn, Keras & TensorFlow" is the best resource for machine learning.

- Amazing into into deep learning
- into into deep learning
youtube.com/playlist?list=…

6⃣Paid courses
- Deep learning specialization on @coursera by @DeepLearningAI_ and @AndrewYNg is one of the best introductions about deep learning.

7⃣YouTube channels to follow
- @thedataprof
youtube.com/channel/UCV8e2…
- @python_engineer
youtube.com/channel/UCbXgN…
- @freeCodeCamp (obviously)
youtube.com/channel/UC8but…
- @3blue1brown
youtube.com/c/3blue1brown
- youtube.com/c/Supervisely/…
- @nicholasrenotte youtube.com/channel/UCHXa4…

- for statistics lessons
youtube.com/channel/UCtYLU…
youtube.com/user/BCFoltz
- @Sentdex
youtube.com/channel/UCfzlC…
- for AI projects (ridiculously good)
youtube.com/user/Mhproduct…

8⃣Twitter accounts to follow
@nicholasrenotte
@thedataprof
@svpino
@PrasoonPratham
@JustinMitchel
@aureliengeron
@fishnets88
@ylecun
@AndrewYNg
@haltakov
@rasbt
@TivadarDanka
@ammar_yasser92 (yes, that's me. Narcissistic, I know)

If anyone has any additional resources, please feel free to share with the rest of us.