Machine Learning Crash Course

Machine Learning Crash Course

English | MP4 | AVC 1920×1080 | AAC 48KHz 2ch | 18 Lessons (6h 35m) | 1.46 GB

Machine Learning Crash Course: The foundational knowledge you need to dive into machine learning.

Welcome to our Machine Learning Crash Course!

The purpose of this course is simple and singular in nature: to equip you with the foundational knowledge you need to ace any machine-learning interview and land a job in the industry. Let’s get to work!

Algoexpert is the leading online interview preparation platform.

Table of Contents

Introduction
1 Introduction
2 Prerequisites

Supervised Learning
3 Naive Bayes
4 Performance
5 Naive Bayes Optimized
6 KNN
7 Decision Trees
8 Linear Regression
9 Logistic Regression
10 SVM

Unsupervised Learning
11 K-means
12 Singular Value Decomposition

Deep Learning
13 Neural Networks
14 CNN
15 RNN
16 GAN

Recommender Systems
17 CollaborativeContent Filtering

Ranking
18 Learning To Rank

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