Deep Learning from Scratch

It's all about the Neural Networks in Depth

Created by : Rated :4.7 58279 views

Last Updated: 2022-04-25 10:04:44 English Course Type: Self Learning

Introduction to Deep Learning and understand how Deep Learning solves problems which Machine Learning cannot.
Understand fundamentals of Machine Learning and relevant topics of Linear Algebra and Statistics.
Understand TensorFlow and Keras.

In this Deep Learning with Python Training we will learn about what is AI, explore neural networks, understand deep learning frameworks, implement various machine learning algorithms using Deep Networks.

We will also explore how different layers in neural networks does data abstraction and feature extraction using Deep Learning.

It is designed to make you a Data Scientist by providing you rich hands-on training on Deep Learning.

This course is a stepping stone in your Data Science journey using which you will get the opportunity to work on various Deep Learning projects.

Basic Python
Machine Learning

For all the professionals who are passionate about Deep Learning and want to go ahead and make their career as a Deep Learning Engineer
Developers aspiring to be a 'Data Scientist'
Business Analysts who want to understand Deep Learning (ML) Techniques
Information Architects who want to gain expertise in Predictive Analytics

Section 1 : Deep Learning 14 Lectures 06:00:14
Lecture 1 :
Lec 1 - Intro to DL Preview
Lecture 2 :
Lec 2 - Single Layered Perceptron
Lecture 3 :
Lec 3 - Multi Layered Perceptron
Lecture 4 :
Lec 4 - WEIGHTS
Lecture 5 :
Lec 5 - Back Propagation
Lecture 6 :
Lec 6 - Activation Functions and Bias-Variance TradeOff
Lecture 7 :
Lec 7 - ReLU
Lecture 8 :
Lec 8 - Weight Initialization
Lecture 9 :
Lec 9 - TensorFlow and Keras
Lecture 10 :
Lec 10 - ANN ( Artificial Neural Network )
Lecture 11 :
Lec 11 - CNN ( Convolutional Neural Network )
Lecture 12 :
Lec 12 - Project on CNN
Lecture 13 :
Lec 13 - RNN ( Reccurent Neural Networks )
Lecture 14 :
Lec 14 - LSTM ( Long Short Term Memory )

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Saheb Singh chaddha,

262747 Course Views

6 Courses

Hello guys, How are you all doing? So a quick introduction of me, well I am a Big Data Expert and Data Scientist, I have 3 years of experience on these domain in companies as well as a trainer. My teaching method is completely different than others like I am not a slide reader, I use analogies and examples a lot to explain things and mostly try to be practical which you'll see in the course. Hope to see you all in the lectures, Good Luck!