16/03/2023
Interested in Machine Learning? Wish to become a good Data Science practitioner? Want to practically understand how companies are actually utilizing Data Science to be powered by AI? Interested in solving Business-motivated problems? Searching for resources to understand the field and happenings around? Here’s a compiled list that I will keep appending.
1. Understanding the field of Data Science and buzz Words like AI, ML, DL, NLP, Computer Vision, and Robotics
https://lnkd.in/gzE_Sjcz
2. Data Science ongoing interviewing process trends
https://lnkd.in/dWnXaq5z
3. The complete guide/playlist for Linear Regression
https://lnkd.in/gjFTcTu5
4. Working of Isotonic Regression
https://lnkd.in/dRtpS2Kn
5. The Complete Guide/playlist for Logistic Regression
https://lnkd.in/gYYaEKUq
6. What are the different Machine Learning metrics for Classification tasks?
https://lnkd.in/g9zDZdfp
7. The working of Naive Bayes Classifier
https://lnkd.in/ghgyya99
8. Variable types in Machine Learning and Statistics
https://lnkd.in/gghfG7eY
9. Dimensionality Reduction Techniques: PCA and AutoEncoders
https://lnkd.in/gwuEe3Y
10. A Practical Introduction to Entropy, Cross-Entropy, and KL-Divergence
https://lnkd.in/dEfyA4yb
11. How does Dynamic pricing work in Ecommerce, Hospitality, Travel, and other domains?
https://lnkd.in/gCyCRM5e
12. Building Recommendation Systems
1. Training Embeddings
https://lnkd.in/dSCkw_99
2. How Annoy works and how Annoy is used for calculating Approximate Nearest Neighbor
https://lnkd.in/gpBt6dFQ
3. How Product Quantizer works and how PQ is used for calculating Approximate Nearest Neighbor
https://lnkd.in/gzFh-d6H
4. Model-Based Account Recommendations @ Twitter
https://lnkd.in/d-FTZfBa
5. PID Controller to add a layer of diversity to the recommender systems: https://lnkd.in/dhdHt_8U
13. Train Neural Networks to Approximate any Function https://lnkd.in/gJXd7QSf
14. Understanding Probability or Model Calibration and why is it important?
https://lnkd.in/dF
In this video, we will understand the Data Science field starting from Artificial Intelligence, Rule-based Intelligence, Machine Learning, Deep Learning, Nat...