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The Deep Learning Masterclass: Classify Images with Keras!
DAY 1: Learn to Use PyCharm
00. Bootcamp Intro
00. Intro to PyCharm
01. Downloading and Installing
02. Exploring PyCharm Interface
03. Add and Run Python Files
04. Building and Running a Simple Program
DAY 2: Learn Python Language Basics
00. Introduction
01. Variables Syntax And Basic Types
02. Variable Operations
03. Tuples and Lists
04. Dictionaries
05. If Statements
06. While and For In Loops
07. Function Implementation and Execution
08. Parameters and Return Values
09. Intro to Classes and Objects
10. Subclasses and Superclasses
11. Summary and Outro
DAY 3: Understand Machine Learning Neural Networks
00. Intro to Day 3
01. Intro to Machine Learning
02. Intro to Neutral Networks
03. Intro to Convolutions
DAY 4: Explore the Keras API
00. Intro to Day 4
01. Intro To TensorFlow And Keras
02. Understanding Keras Syntax
03. Intro to Activation Functions
DAY 5: Format Datasets and Examine CIFAR-10
00. Intro to Day 5
01. Exploring CIFAR10 Dataset
02. Understanding Specific Data Points
03. Formatting Input Images
DAY 6: Build the Image Classifier Model
00. Intro to Day 6
01. Building the Model
02. Compiling and Training the Model
03. Gradient Descent and Optimizers
DAY 7: Save and Load Trained Models
00. Intro to Day 7
01. Saving and Loading Model to H5
02. Saving Model to Protobuf File
03. BootCamp Summary
Source Material
Source Code: Learn Python Language Basics
Texts Assets: Understand Machine Learning Neural Networks
Texts Assets: Explore the Keras API
Asset Files: Format Datasets and Examine CIFAR-10
Asset Files: Build the Image Classifier Model
Asset Files: Save and Load Trained Models
Source Code: Learn Python Language Basics
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