Packt Machine Learning Projects with TensorFlow 2 0-XQZT | Apps-Tutorials | MP4 | 956.42 MiB
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Packt.Machine.Learning.Projects.with.TensorFlow.2.0-XQZT
Title: Machine Learning Projects with TensorFlow 2.0
Publisher: Packt
Size: 957M (1002877308 B)
Files: 21F
Date: 04/29/2020
Course #: 9781838980252
Type: N/A
Published: 29 Apr 2020
Modified: N/A
URL: www.packtpub.com/data/machine-learning-projects-with-tensorflow-2-0-video
Author: N/A
Duration: 4 hours 20 minutes
Skill: N/A
Exer/Code: [X]
Installation:
Unpack that shit, run that shit
Description:
TensorFlow is the worlds most widely adopted framework for
Machine Learning and Deep Learning. TensorFlow 2.0 is a major
milestone due to its inclusion of some major changes making
TensorFlow easier to learn and use such as Eager
Execution. It will support more platforms and languages,
improved compatibility and remove deprecated APIs. This course
will guide you to upgrade your skills in Machine Learning by
practically applying them by building real-world Machine
Learning projects.
Each section should cover a specific
project on a Machine Learning task and you will learn how to
implement it into your system using TensorFlow 2. You will
implement various Machine Learning techniques and algorithms
using the TensorFlow 2 library. Each project will put your
skills to test, help you understand and overcome the
challenges you can face in a real-world scenario and provide some
tips and tricks to help you become more efficient.
Throughout the course, you will cover the new features of
TensorFlow 2 such as Eager Execution. You will cover at least 3-4
projects. You will also cover some tasks such as
Reinforcement Learning and Transfer Learning.
By the end of the
course, you will be confident to build your own Machine
Learning Systems with TensorFlow 2 and will be able to add this
valuable skill to your CV.
Codefiles are uploaded
957M Machine Learning Projects with TensorFlow 2.0 [Video] 275M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York 88M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/01.Course Overview.mp4 4.6M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/02.Setting Up TensorFlow 2.0.mp4 18M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/03.Getting Started with TensorFlow 2.0.mp4 60M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/04.Analyzing the Airbnb Dataset and Making a Plan.mp4 30M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/05.Implementing a Simple Linear Regression Algorithm.mp4 38M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/06.Implementing a Multi Layer Perceptron (Artificial Neural Network).mp4 12M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/07.Improving the Network with Better Activation Functions and Dropout.mp4 11M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/08.Adding More Metrics to Gain a Better Understanding.mp4 16M Machine Learning Projects with TensorFlow 2.0 [Video]/1.Regression Task Airbnb Prices in New York/09.Putting It All Together in a Professional Way.mp4 251M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC 97M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/10.Collecting Possible Kaggle Data.mp4 7.2M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/11.Analysis and Planning of the Dataset.mp4 21M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/12.Introduction to Google Colab and How It Benefits Us.mp4 22M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/13.Setting Up Training on Google Colab.mp4 49M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/14.Some Advanced Neural Network Approaches.mp4 23M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/15.Introducing a Deeper Network.mp4 24M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/16.Inspecting Metrics with TensorBoard.mp4 11M Machine Learning Projects with TensorFlow 2.0 [Video]/2.Classification Task Build Real World Apps - Who Will Win the Next UFC/17.Inspecting the Existing Kaggle Solutions.mp4 95M Machine Learning Projects with TensorFlow 2.0 [Video]/3.Natural Language Processing Task - How to Generate Our Own Text 3.4M Machine Learning Projects with TensorFlow 2.0 [Video]/3.Natural Language Processing Task - How to Generate Our Own Text/18.Introduction to Natural Language Processing.mp4 18M Machine Learning Projects with TensorFlow 2.0 [Video]/3.Natural Language Processing Task - How to Generate Our Own Text/19.NLP and the Importance of Data Preprocessing.mp4 15M Machine Learning Projects with TensorFlow 2.0 [Video]/3.Natural Language Processing Task - How to Generate Our Own Text/20.A Simple Text Classifier.mp4 2.3M Machine Learning Projects with TensorFlow 2.0 [Video]/3.Natural Language Processing Task - How to Generate Our Own Text/21.Text Generation Methods.mp4 32M Machine Learning Projects with TensorFlow 2.0 [Video]/3.Natural Language Processing Task - How to Generate Our Own Text/22.Text Generation with a Recurrent Neural Network.mp4 25M Machine Learning Projects with TensorFlow 2.0 [Video]/3.Natural Language Processing Task - How to Generate Our Own Text/23.Refinements with Federated Learning.mp4 88M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman 3.9M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman/24.Introduction to Reinforcement Learning.mp4 19M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman/25.OpenAI Gym Environments.mp4 13M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman/26.The Pacman Gym Environment That We Are Going to Use.mp4 2.7M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman/27.Reinforcement Learning Principles with TF-Agents.mp4 26M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman/28.TF-Agents for Our Pacman Gym Environment.mp4 3.7M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman/29.The Agents That We Are Going to Use.mp4 21M Machine Learning Projects with TensorFlow 2.0 [Video]/4.Reinforcement Learning Task - How to Become Best at Pacman/30.Selecting the Best Approaches and Real World Applications.mp4 113M Machine Learning Projects with TensorFlow 2.0 [Video]/5.Transfer Learning Task - How to Build a Powerful Image Classifier 3.2M Machine Learning Projects with TensorFlow 2.0 [Video]/5.Transfer Learning Task - How to Build a Powerful Image Classifier/31.Introduction to Transfer Learning in TensorFlow 2.mp4 27M Machine Learning Projects with TensorFlow 2.0 [Video]/5.Transfer Learning Task - How to Build a Powerful Image Classifier/32.Picking a Kaggle Dataset to Work On.mp4 17M Machine Learning Projects with TensorFlow 2.0 [Video]/5.Transfer Learning Task - How to Build a Powerful Image Classifier/33.Picking a Base Model Suitable for Transfer Learning with Our Dataset.mp4 16M Machine Learning Projects with TensorFlow 2.0 [Video]/5.Transfer Learning Task - How to Build a Powerful Image Classifier/34.Implementing our Transfer Learning approach.mp4 40M Machine Learning Projects with TensorFlow 2.0 [Video]/5.Transfer Learning Task - How to Build a Powerful Image Classifier/35.How Well Are We Doing and Can We Do Better.mp4 12M Machine Learning Projects with TensorFlow 2.0 [Video]/5.Transfer Learning Task - How to Build a Powerful Image Classifier/36.Conclusions and Future Work.mp4 138M Machine Learning Projects with TensorFlow 2.0 [Video]/Exercise Files 138M Machine Learning Projects with TensorFlow 2.0 [Video]/Exercise Files/code_9781838980252.zip 957M total
File: 01.Course Overview.mp4 Size: 91322519 bytes (87.09 MiB), duration: 00:06:08, avg.bitrate: 1985 kb/s Audio: aac, 48000 Hz, stereo (eng) Video: h264, yuv420p, 1920x1080, 30.00 fps(r) (eng)
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