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3 Students

Description

What Will You Learn?

  • Learn to Use PyCharm, Run Python Files and Programs on the Interface
  • Learn to Use Machine Learning and Neural Networks with Examples
  • Understand the Principles of Python Programming
  • Learn to Identify Programming Mistakes
  • Understand the CIFAR-10 Image Recognition Dataset

Requirements

  • There Are No Requirements
  • NFT Certificate
  • 58 Lessons
  • Beginner
  • English
  • +100 XP

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Curriculum

Course consist of total 8h 44min of content, in total.

Section 1: Learn to Use PyCharm
45:07
Section 2: Learn Python Language Basics
1:49:46
Variables Syntax And Basic Types
08:33
Variable Operations
09:29
Tuples and Lists
11:54
dictionaries
06:36
If Statements
10:03
While and For In Loops
10:43
Function Implementation and Execution
10:05
Parameters and Return Values
07:47
Intro to Classes and Objects
12:40
Subclasses and Superclasses
13:06
Summary and Outro
03:37
Section 3: Understand Machine Learning Neural Networks
1:04:20
Intro to Day 3
02:01
Intro to Machine Learning
11:23
Intro to Machine Learning (Part 1)
06:13
Intro to Machine Learning (Part 2)
05:35
Intro to Neutral Networks
10:23
Intro to Convolutions
14:10
Intro to Convolutions (Part 1)
07:15
Intro to Convolutions(Part 2)
07:20
Section 4: Explore the Keras API
1:17:04
Intro to Day 4
01:49
Intro To Tensorflow And Keras
09:06
Understanding Keras Syntax
19:13
Understanding Keras Syntax (Part 1)
09:14
Understanding Keras Syntax (Part 2)
10:24
Intro to Activation Functions
13:26
Intro to Activation Functions (Part 1)
05:59
Intro to Activation Functions (Part 2)
07:53
Section 5: Format Datasets and Examine CIFAR 10
58:25
Intro to Day 5
01:53
Exploring CIFAR10 Dataset
08:36
Understanding Specific Data Points
17:43
Understanding Specific Data Points (Part 1)
08:48
Understanding Specific Data Points (Part 2)
09:21
Formatting Input Images
12:04
Section 6: Build the Image Classifier Model
1:35:13
Intro to Day 6
02:23
Building the Model
18:18
Building the Model (Part 1)
09:28
Building the Model (Part 2)
09:16
Compiling and Training the Model
12:38
Compiling and Training the Model (Part 1)
06:35
Compiling and Training the Model (Part 2)
06:29
Gradient Descent and Optimizers
14:50
Gradient Descent and Optimizers (Part 1)
06:57
Gradient Descent and Optimizers (Part 2)
08:19
Section 7: Save and Load Trained Models
1:15:00
Intro to Day 7
02:08
Saving and Loading Model to H5
15:20
Saving and Loading Model to H5 (Part 1)
07:43
Saving and Loading Model to H5 (Part 2)
08:03
Saving Model to Protobuf File
17:50
Saving Model to Protobuf File (Part 1)
08:36
Saving Model to Protobuf File (Part 2)
09:40
BootCamp Summary
05:40

About the Instructor

Mammoth Interactive gives you the necessary tools to bring your ideas to life. It’s been founded and is lead by John Bura, a well-known instructor with over 20 years of programming and 15 years of teaching experience.

Mammoth Interactive has produced games that conquered the top positions in the App store. Their games for iPhone, iPad, XBOX 360 and more have been highly valued. Also, the company has been contracted for the production of soundtracks, addicting levels, programming, and business development.

Back in 2011, Mammoth Interactive’s CEO John Bura has entered the software education market sharing his expert knowledge. He’s a master of bringing his unique perspective backed by years of experience in teaching and running a software company, as well as real-world coding. He’s gathered a team of competent experts each in their subfields who are sharing the best of their knowledge.

Mammoth Interactive has hundreds of thousands of students leaving five-star reviews once they finish the courses. On BitDegree, you can form your entire learning paths only when looking at the list of online courses offered by Mammoth Interactive teachers. Anything from coding to kids to creating games, gaining expert Python/R/C#, etc. skills or making stunning 3D arts with Blender. It’s just an inexhaustible source of knowledge – go on and make use of it!

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