What You’ll Uncover in Python Data Processing
College students who’ve highschool information in arithmetic and who need to begin studying Deep Studying… File Dimension: 896.92 MB
Python – Data Processing
What you will study
   Perceive the instinct behind Synthetic Neural Networks
Construct Deep Studying Fashions
Convolution Neural Networks
Sequence Fashions
Course content material
Increase all 36 lectures02:29:53
–Introduction
09:34
Functions of Deep Studying
Preview
05:12
What’s Deep Studying?
Preview
01:36
Why Deep Studying?
Preview
01:08
Why now?
Preview
01:38
–Fundamentals
04:13
Howdy World of Deep studying
Preview
01:14
Dataset and Options
01:09
Classification
01:50
–Neural Networks
36:59
Get instantly obtain Python – Data Processing
Perceptron
12:13
Sigmoid Perform
06:39
Softmax Perform
05:27
One Sizzling Encoding
03:56
Activation Features
04:50
Logic Gates and XOR Drawback
03:54
–Coaching Neural Networks
51:02
Cross Entropy
06:19
Loss Optimization
03:24
Gradient Descent
12:10
Non Linear Fashions
03:20
Feed Ahead
03:00
Backward Propagation
02:18
Overfitting downside
04:42
Early Stopping
05:57
Regularization
04:26
Drop out
01:23
Vanishing Gradient Drawback
04:03
–Convolution Neural Networks
32:32
Want for characteristic extraction
05:18
Preprocessing
01:39
Convolution Operation
21:10
Pooling Layer
04:25
Flattening
Processing..
–Sequence Fashions
15:33
Recurrent Neural Networks
05:05
LSTMs
03:08
Structure of LSTMs
01:20
Overlook Gate
02:41
Be taught Gate
01:47
Keep in mind Gate
00:38
Use Gate
00:54
Necessities
   Just a few highschool arithmetic
Fundamental linear algebra and calculus
Description
within the subject of Machine Studying and Deep Studying? Then this course is for you!
This course is designed in a quite simple and simply comprehensible content material.
You might need seen plenty of buzz on deep studying and also you need to work out the place to start out and discover.
This course is designed precisely for individuals such as you!
If fundamentals are sturdy, we will do larger issues with ease.
My focus on this course is to construct difficult issues ranging from very fundamentals
On this course, I’ll cowl the next issues
Session 1 – Introductory materials on Deep studying, its purposes and significance.
Session 2 –Â Introduces the elemental constructing block of deep studying
Session 3 – Logistic Regression, Activation Features, Perceptron, One Sizzling Encoding, XOR downside and Multi-Layer Perceptron fashions
Session 4 – Coaching of Neural Networks: Cross Entropy, Loss Perform, Gradient descent Algorithm, Non-Linear Fashions, Feed Ahead, Backward propagation, Overfitting downside, Early stopping, Regularization, drop out and Vanishing Gradient downside.
Session 5 – Convolution Neural Networks:Â Function Extraction, Convolution Layer, Pooling Layer, Relu, Flattening and Deep Convolution Neural Networks.
Session 6 – Sequence Fashions: Recurrent Neural Networks, LSTMs
Are there any course necessities or stipulations?
Just a few highschool arithmetic degree.
Who this course is for:
Anybody desirous about Machine Studying and Deep Studying
College students who’ve highschool information in arithmetic and who need to begin studying Deep Studying
Get instantly obtain Python – Data Processing
   Any intermediate degree individuals who know the fundamentals of machine studying, who need to study extra superior matters like deep studying
Any college students in school who need to begin a profession in Data Science
Any knowledge analysts who need to degree up in Machine Studying and Deep Studying
Any people who find themselves not glad with their job and who need to develop into a Data Scientist
Any individuals who need to create added worth to their enterprise through the use of highly effective Studying instruments
Construct a basis on the ideas of Deep Studying to grasp the most recent tendencies
Who this course is for:
Anybody desirous about Machine Studying and Deep Studying
College students who’ve highschool information in arithmetic and who need to begin studying Deep Studying
Any intermediate degree individuals who know the fundamentals of machine studying, who need to study extra superior matters like deep studying
Any college students in school who need to begin a profession in Data Science
Any knowledge analysts who need to degree up in Machine Studying and Deep Studying
Any people who find themselves not glad with their job and who need to develop into a Data Scientist.
Any individuals who need to create added worth to their enterprise through the use of highly effective Studying instruments.
Construct a basis on the ideas of Deep Studying to grasp the most recent tendencies
IMPORTANT: This complete “Python – Data Processing” is totally downloadable and out there in your account
(In case of a damaged hyperlink, we are going to renew your hyperlink shortly).
Your persistence is appreciated.