1 - How to utilise Aplied Al Course
11 - Probability and Statistics
13 - Dimensionally Reduction and Visualization
14 - PCA (Principal Component Analysis)
15 - T-SNE (T-Distributed Stochastic Neighbourhood Embedding)
17 - Case Study 1 - Predict Rating given Product review on Amazon
18 - Classification and Regression Model - KNN
2 - Python For Data Science Introduction
20 - Classification Algo in Various Situations
21 - Performance Measurement of Model
26 - Solving Optimization Problems
26.13 - Revision questions
26.9 - Constrained Optimization & PCA
28 - Support Vector Machines (SVM)
3 - Python For Data Science Data Stucture
34 - Miscellaneous Topics
35 - Unsupervised Learning - Clustering
36 - Hierarchical Clustering Technique
37 - DBSCAN (Density Based Clustering) Technique
38 - Recommender System and Matrix Factorization
4 - Python For Data Science Fuctions
40 - Case Study 2 - Stack Overflow Tag Predictor
41 - Case Study 3 - Quora Question Pair Similarity Problem
42 - Case Study 4 - Amazon Fashion Discovery Engine
43 - Case Study 5 - Microsoft Malwere Detection
44 - Case Study 6 - Netflix Movie Recommendation System
45 - Case Study 7 - Personalized Cancer Diagnosis
46 - Case Study 8 - Taxi Demand Prediction In City
47 - Deep Learning - Neural Networks
48 - Deep Learning - Deep Multi-Level Perceptrons
49 - Deep Learning - Tensorflow and Keras
5 - Python For Data Science Numpy
50 - Deep Learning - Convolutional Neural Nets
51 - Deep Learning - Long Short-Term Memory(LSTMS)
53 - Case Study 9 - Self Driving Car
54 - Case Study 10 - Music Generation Using Deep Learning
55 - Case Study 11 - Human Activity Recognition
56 - Facebook Friend Recommendation Using Graph Minning
6 - Python For Data Science Matplotlib
7 - Python For Data Science Pandas
8 - Python For Data Science Computational Complexity
9 - Plotting for Exploratory Data Analysis (EDA)
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