AppliedAICourse | Applied Machine Learning Course [UPDATE ONLY] [FCO]

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Course : #/torrent/3548265/AppliedAICourse-Applied-Machine-Learning-Course-FCO/
All Missing Videos as per your users report @Muhammad Usharab

1
Module Name: Module 2: Data Science Exploratory Data Analysis and Data Visualization
Chapter Name: LINEAR ALGEBRA
Video Name: 11.5 – Equation of a line (2-D), Plane(3-D) and Hyperplane (n-D), Plane Passing through origin, Normal to a Plane

2
Module Name: Module 6: Machine Learning Real-World Case Studies
Chapter Name: CASE STUDY 5: STACKOVERFLOW TAG PREDICTOR
Video Name: 40.7 – EDAData Loading

3
Module Name: Module 6: Machine Learning Real-World Case Studies
Chapter Name: CASE STUDY 6 MICROSOFT MALWARE DETECTION
Video Name: 41.8 – Exploratory Data Analysis Multivariate analysis of features from byte files

4
Module Name: Module 6: Machine Learning Real-World Case Studies
Chapter Name: CASE STUDY 2 PERSONALIZED CANCER DIAGNOSIS
Video Name: 37.4 – ML problem formulation Mapping real world to ML problem

5
Module Name: Module 6: Machine Learning Real-World Case Studies
Chapter Name: Case Study 7: AD-CLICK Prediction
Video Name: 42.1 – Live Session on Ad-Click Prediction

6
Module Name: Module 6: Machine Learning Real-World Case Studies
Chapter Name: Case Study 7: AD-CLICK Prediction
Video Name: 42.2 – Live Session on Ad-Click Prediction(contd.) and Performance Metrics

7
Module Name: Module 7: Data Mining(Unsupervised Learning) and Recommender Systems + Real-World Case Studies
Chapter Name: CASE STUDY 8 AMAZON FASHION DISCOVERY ENGINE
Video Name: 48.1 – Problem Statement Recommend similar apparel products in e-commerce using product descriptions and Images

8
Module Name: Module 7: Data Mining(Unsupervised Learning) and Recommender Systems + Real-World Case Studies
Chapter Name: CASE STUDY 8 AMAZON FASHION DISCOVERY ENGINE
Video Name: 48.12 – Text based product similarity Converting text to an n-D vector bag of words

9
Module Name: Module 7: Data Mining(Unsupervised Learning) and Recommender Systems + Real-World Case Studies
Chapter Name: CASE STUDY 8 AMAZON FASHION DISCOVERY ENGINE
Video Name: 48.17 – Text Semantics based product similarity Word2Vec(featurizing text based on semantic similarity)

10
Module Name: Module 7: Data Mining(Unsupervised Learning) and Recommender Systems + Real-World Case Studies
Chapter Name: CASE STUDY 8 AMAZON FASHION DISCOVERY ENGINE
Video Name: 48.24 – Deep learning based visual product similarityConvNets How to featurize an image edges, shapes, parts

11
Module Name: Module 7: Data Mining(Unsupervised Learning) and Recommender Systems + Real-World Case Studies
Chapter Name: CASE STUDY 8 AMAZON FASHION DISCOVERY ENGINE
Video Name: 48.28 – Assignment-24, Apparel Recommendation

12
Module 8: Neural Networks, Computer Vision and Deep Learning
Chapter Name: Deep Learning: Generative Adversarial Networks (GANs)
Video Name: 56.1 – Live session on Generative Adversarial Networks (GAN)