(Absolute Beginners)

1. Simple Roadmaps to follow

• https://roadmap.sh/ai-roadmaps/machine-learning-for-beginners-dareu
• https://i.am.ai/roadmap/#machine-learning-roadmap

Machine Learning

1. What is Machine Learning?

• What is Machine Learning? - Google for Developers

2. Types - Supervised -https://developers.google.com/machine-learning/crash-course/linear-regression
3. More Types

• https://github.com/piyushpathak03/Machine-learning-algorithm-PDF/blob/main/07 naive_bayes.pdf
• https://github.com/piyushpathak03/Machine-learning-algorithm-PDF/blob/main/08 decision_tree.pdf
• https://github.com/piyushpathak03/Machine-learning-algorithm-PDF/blob/main/10 random_forest_algo.pdf
• https://github.com/piyushpathak03/Machine-learning-algorithm-PDF/blob/main/04 KNN Implementation.pdf
• https://github.com/piyushpathak03/Machine-learning-algorithm-PDF/blob/main/06 support_vector_machine.pdf

1. Types- Unsupervised https://youtu.be/JnnaDNNb380?si=cy62ijSnIEB_wZg6 https://colab.research.google.com/github/deepmind/educational/blob/master/colabs/summer_schools/intro_to_unsupervised_learning.ipynb - Bit of math involved
2. Types- Reinforcement Learning https://colab.research.google.com/github/deepmind/educational/blob/master/colabs/introductory/reinforcement_learning.ipynb - Hands-On
3. Hands-On- Python and its libraries

https://www.youtube.com/playlist?list=PLTDARY42LDV4qqiJd1Z1tShm3mp9-rP4v

Google Colab

1. EDA (basic understanding)

https://youtu.be/pYVScuY-GPk?si=FJbjM7ZB6R-j7lqx