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Applied_AI_Course_Notes
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4 Commits
4 Commits
1 - How to utilise Aplied Al Course/
1.1 - How to Learn from Appliedaicourse
1 - How to utilise Aplied Al Course/
1.1 - How to Learn from Appliedaicourse
10 - Linear Algebra
10 - Linear Algebra
11 - Probability and Statistics
11 - Probability and Statistics
12 - Q and A/
12.1 - Questions & Answers
12 - Q and A/
12.1 - Questions & Answers
13 - Dimensionally Reduction and Visualization
13 - Dimensionally Reduction and Visualization
14 - PCA (Principal Component Analysis)
14 - PCA (Principal Component Analysis)
15 - T-SNE (T-Distributed Stochastic Neighbourhood Embedding)
15 - T-SNE (T-Distributed Stochastic Neighbourhood Embedding)
16 - Q and A/
16.1 - Questions & Answers
16 - Q and A/
16.1 - Questions & Answers
17 - Case Study 1 - Predict Rating given Product review on Amazon
17 - Case Study 1 - Predict Rating given Product review on Amazon
18 - Classification and Regression Model - KNN
18 - Classification and Regression Model - KNN
19 - Q and A/
19.1 - Questions & Answers
19 - Q and A/
19.1 - Questions & Answers
2 - Python For Data Science Introduction
2 - Python For Data Science Introduction
20 - Classification Algo in Various Situations
20 - Classification Algo in Various Situations
21 - Performance Measurement of Model
21 - Performance Measurement of Model
22 - Q and A/
22.1 - Questions & Answers
22 - Q and A/
22.1 - Questions & Answers
23 - Naive Bayes
23 - Naive Bayes
24 - Logistic Regression
24 - Logistic Regression
25 - Linear Regression
25 - Linear Regression
26 - Solving Optimization Problems
26 - Solving Optimization Problems
27 - Q and A/
27.1 - Questions & Answers
27 - Q and A/
27.1 - Questions & Answers
28 - Support Vector Machines (SVM)
28 - Support Vector Machines (SVM)
29 - Q and A/
29.1 - Questions & Answers
29 - Q and A/
29.1 - Questions & Answers
3 - Python For Data Science Data Stucture
3 - Python For Data Science Data Stucture
30 - Decision Trees
30 - Decision Trees
31 - Q and A/
31.1 - Questions & Answers
31 - Q and A/
31.1 - Questions & Answers
32 - Ensemble Models
32 - Ensemble Models
34 - Miscellaneous Topics
34 - Miscellaneous Topics
35 - Unsupervised Learning - Clustering
35 - Unsupervised Learning - Clustering
36 - Hierarchical Clustering Technique
36 - Hierarchical Clustering Technique
37 - DBSCAN (Density Based Clustering) Technique
37 - DBSCAN (Density Based Clustering) Technique
38 - Recommender System and Matrix Factorization
38 - Recommender System and Matrix Factorization
39 - Q and A/
39.1 - Questions & Answers
39 - Q and A/
39.1 - Questions & Answers
4 - Python For Data Science Fuctions
4 - Python For Data Science Fuctions
40 - Case Study 2 - Stack Overflow Tag Predictor
40 - Case Study 2 - Stack Overflow Tag Predictor
41 - Case Study 3 - Quora Question Pair Similarity Problem
41 - Case Study 3 - Quora Question Pair Similarity Problem
42 - Case Study 4 - Amazon Fashion Discovery Engine
42 - Case Study 4 - Amazon Fashion Discovery Engine
43 - Case Study 5 - Microsoft Malwere Detection
43 - Case Study 5 - Microsoft Malwere Detection
44 - Case Study 6 - Netflix Movie Recommendation System
44 - Case Study 6 - Netflix Movie Recommendation System
45 - Case Study 7 - Personalized Cancer Diagnosis
45 - Case Study 7 - Personalized Cancer Diagnosis
46 - Case Study 8 - Taxi Demand Prediction In City
46 - Case Study 8 - Taxi Demand Prediction In City
47 - Deep Learning - Neural Networks
47 - Deep Learning - Neural Networks
48 - Deep Learning - Deep Multi-Level Perceptrons
48 - Deep Learning - Deep Multi-Level Perceptrons
49 - Deep Learning - Tensorflow and Keras
49 - Deep Learning - Tensorflow and Keras
5 - Python For Data Science Numpy
5 - Python For Data Science Numpy
50 - Deep Learning - Convolutional Neural Nets
50 - Deep Learning - Convolutional Neural Nets
51 - Deep Learning - Long Short-Term Memory(LSTMS)
51 - Deep Learning - Long Short-Term Memory(LSTMS)
52 - Q and A/
52.1 - Questions and Answers
52 - Q and A/
52.1 - Questions and Answers
53 - Case Study 9 - Self Driving Car
53 - Case Study 9 - Self Driving Car
54 - Case Study 10 - Music Generation Using Deep Learning
54 - Case Study 10 - Music Generation Using Deep Learning
55 - Case Study 11 - Human Activity Recognition
55 - Case Study 11 - Human Activity Recognition
56 - Facebook Friend Recommendation Using Graph Minning
56 - Facebook Friend Recommendation Using Graph Minning
57 - Database SQL
57 - Database SQL
58 - Case Studies/
58.1 - AD-Click Predicition
58 - Case Studies/
58.1 - AD-Click Predicition
59 - Interview Questions
59 - Interview Questions
6 - Python For Data Science Matplotlib/
6.1 - Getting started with Matplotlib
6 - Python For Data Science Matplotlib/
6.1 - Getting started with Matplotlib
7 - Python For Data Science Pandas
7 - Python For Data Science Pandas
8 - Python For Data Science Computational Complexity
8 - Python For Data Science Computational Complexity
9 - Plotting for Exploratory Data Analysis (EDA)
9 - Plotting for Exploratory Data Analysis (EDA)
README.md
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