Build Machine Learning Models
Constructing Advanced Machine Learning Models
Created by John Bura
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Skill level
All levels
02
Sections
10
03
Lectures
66
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Instructor
John Bura
What's inside
This course includes.
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10
Sections
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66
Lectures
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64
Resources
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Certificate of completion
Included
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Mobile and desktop access
Included
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AI learning assistance
Included
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Course content
Curriculum & lectures.
+ 00a Intro to Tensorflow 10 lectures
00 Course Intro
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01 Intro to Tensorflow
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02 Installing Tensorflow
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03 Intro to Linear Regression
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04 Linear Regression Model - Creating Dataset
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05 Linear Regression Model - Building the Model
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06 Linear Regression Model Creating a Loss Function
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07 Linear Regression Model - Training the Model
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08 Linear Regression Model - Testing the Model
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09 Summary and Outro
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+ 00b Image Recognition with MNIST 10 lectures
00 Course Intro
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01 Intro to Image Recognition
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02 Intro to MNIST
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03 Building a CNN Part 1 - Obtaining Data
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04 Building a CNN Part 2 - Building the Model
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05 Building a CNN Part 3 - Adding Loss and Optimizer Functions
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06 Building a CNN Part 4 - Train and Test Functions
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07 Building a CNN Part 5 - Train and Test the Model
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08 MNIST Image Recognition with Keras Sequential Model
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09 Summary and Outro
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+ 01 Build Beginner Models in TensorFlow 2 2 lectures
01 Course Overview
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02 Build Models on the Web
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+ 02 AI Uninformed Search Algorithms 10 lectures
01 What are Search Algorithm
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02 Depth First Search
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02b Build a Depth First Search Algorithm
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03 What is Breadth First Search (bfs)
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03b Build a Breadth First Search Algorithm
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04 Depth Limited Search
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05 Iterative Deepening Depth First Search
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06 What is Uniform Cost Search
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06b Build a Uniform Cost Search Algorithm
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07 Bidirectional Search
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+ 03 AI Informed Search Algorithms 4 lectures
01 What are Informed Search Algorithm
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02 What is Greddy Best-first Search
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02b Build a Greedy Best First Search Algoirthm
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03 What is a Search
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+ 04 How Machine Learning Works 6 lectures
01 How Does a Machine Learning Agent Learn
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02 What is Inductive Learning
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03 Make Decisions with Decision Trees
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04 Performance of a Machine Learning Algorithm
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05 Handle Noise in Data
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06 Statistical Learning
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+ 05 Logistic Regression 11 lectures
01 What is logistic regression
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03 Prepare data for logistic regression
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03a How to prepare data
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04 Build a logistic regression model
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04a How to build a logistic regression model
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04b what is optimization
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05 Optimize the logistic regression model
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05a How to optimize a logistic regression model
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06 Train the model
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07 Test the model
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08 Visualize Results
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+ 06 Gradient Boosted Classification 7 lectures
01 What is gradient boosting
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02 Prepare data for gradient boosted classsification
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03 Build binary classes
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04a How to shape data for classification
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04b Shape data for classification
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05a How to build a boosted trees classifier
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05b Build a boosted trees classifier
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+ 07 Gradient Boosted Regression 3 lectures
07-01 Build Input Functions
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07-02 Build a Boosted Tress Regressor
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07-03 Train and Evaluate the Model
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+ 08 Supervised Learning Introduction 3 lectures
01 What you'll Learn
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02 What is Supervised Learning
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03 Build Models on the Web
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Description
About this course.
Course Title: "Build Machine Learning Models"
Course Description:
Embark on an exciting journey into the realm of machine learning with our comprehensive course, "Build Machine Learning Models." Tailored for both beginners and those looking to deepen their understanding of machine learning concepts, this program provides a hands-on approach to building and deploying machine learning models using TensorFlow and exploring fundamental algorithms.
Throughout the course, participants will engage in practical exercises, real-world projects, and collaborative activities to reinforce their understanding of machine learning concepts. By the end of the program, learners will have acquired the skills and knowledge needed to build and deploy machine learning models across various domains.
Join us in the "Build Machine Learning Models" course and unlock the transformative potential of machine learning in your projects and endeavors.
Instructors
Taught by people who ship.
John Bura
Founder and CEO of Mammoth Club and Course Pro, the #1 AI-powered Learning Management System for course and content development, training and evaluation.
Ready to start building?
Constructing Advanced Machine Learning Models