TensorFlow 2.0 Complete Course - Python Neural Networks for Beginners Tutorial

freeCodeCamp.org March 3, 2020
Video Thumbnail
freeCodeCamp.org Logo

freeCodeCamp.org

View Channel

About

Learn math, programming, and computer science for free. A 501(c)(3) tax-exempt charity. We also run a free learning interactive platform at freecodecamp.org

Video Description

Learn how to use TensorFlow 2.0 in this full tutorial course for beginners. This course is designed for Python programmers looking to enhance their knowledge and skills in machine learning and artificial intelligence. Throughout the 8 modules in this course you will learn about fundamental concepts and methods in ML & AI like core learning algorithms, deep learning with neural networks, computer vision with convolutional neural networks, natural language processing with recurrent neural networks, and reinforcement learning. Each of these modules include in-depth explanations and a variety of different coding examples. After completing this course you will have a thorough knowledge of the core techniques in machine learning and AI and have the skills necessary to apply these techniques to your own data-sets and unique problems. ⭐️ Google Colaboratory Notebooks ⭐️ 📕 Module 2: Introduction to TensorFlow - https://colab.research.google.com/drive/1F_EWVKa8rbMXi3_fG0w7AtcscFq7Hi7B#forceEdit=true&sandboxMode=true 📗 Module 3: Core Learning Algorithms - https://colab.research.google.com/drive/15Cyy2H7nT40sGR7TBN5wBvgTd57mVKay#forceEdit=true&sandboxMode=true 📘 Module 4: Neural Networks with TensorFlow - https://colab.research.google.com/drive/1m2cg3D1x3j5vrFc-Cu0gMvc48gWyCOuG#forceEdit=true&sandboxMode=true 📙 Module 5: Deep Computer Vision - https://colab.research.google.com/drive/1ZZXnCjFEOkp_KdNcNabd14yok0BAIuwS#forceEdit=true&sandboxMode=true 📔 Module 6: Natural Language Processing with RNNs - https://colab.research.google.com/drive/1ysEKrw_LE2jMndo1snrZUh5w87LQsCxk#forceEdit=true&sandboxMode=true 📒 Module 7: Reinforcement Learning - https://colab.research.google.com/drive/1IlrlS3bB8t1Gd5Pogol4MIwUxlAjhWOQ#forceEdit=true&sandboxMode=true ❤️ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba) ⭐️ Course Contents ⭐️ ⌨️ (00:03:25) Module 1: Machine Learning Fundamentals ⌨️ (00:30:08) Module 2: Introduction to TensorFlow ⌨️ (01:00:00) Module 3: Core Learning Algorithms ⌨️ (02:45:39) Module 4: Neural Networks with TensorFlow ⌨️ (03:43:10) Module 5: Deep Computer Vision - Convolutional Neural Networks ⌨️ (04:40:44) Module 6: Natural Language Processing with RNNs ⌨️ (06:08:00) Module 7: Reinforcement Learning with Q-Learning ⌨️ (06:48:24) Module 8: Conclusion and Next Steps ⭐️ About the Author ⭐️ The author of this course is Tim Ruscica, otherwise known as “Tech With Tim” from his educational programming YouTube channel. Tim has a passion for teaching and loves to teach about the world of machine learning and artificial intelligence. Learn more about Tim from the links below: 🔗 YouTube: https://www.youtube.com/channel/UC4JX40jDee_tINbkjycV4Sg 🔗 LinkedIn: https://www.linkedin.com/in/tim-ruscica/ -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

You May Also Like

Boost Your ML Journey

AI-recommended products based on this video

Loading...
Google Pixel Buds Pro 2 - Noise Canceling Earbuds - Up to 31 Hour Battery Life with Charging Case - Bluetooth Headphones - Compatible with Android - Hazel

Google Pixel Buds Pro 2 - Noise Canceling Earbuds - Up to 31 Hour Battery Life with Charging Case - Bluetooth Headphones - Compatible with Android - Hazel

(183)
199.99
PrimeFREE delivery Saturday, June 14
400+ bought in past month
Loading...
Deeyaple USB C to Aux, 4FT/1.2M, Type C to 3.5mm Audio Cable Headphone Jack Cable for Car Mobile Phone, iPhone 16 15, iPad Pro, Samsung Galaxy S24 S23 S2010, Google Pixel,Oneplus Grey (1)
Best Seller

Deeyaple USB C to Aux, 4FT/1.2M, Type C to 3.5mm Audio Cable Headphone Jack Cable for Car Mobile Phone, iPhone 16 15, iPad Pro, Samsung Galaxy S24 S23 S2010, Google Pixel,Oneplus Grey (1)

(78)
$6.99
FREE delivery Fri, Sep 5 on your first order
1K+ bought in past month
Loading...
Car Carplay Woven Cable for iPhone 16 15 3.3FT USB A to USB C 3.2 Gen 2 Carplay Adapter Wire for iPhone 16 15 Pro Max, iPad Pro/Air, Samsung Galaxy S25/S24/S23/S22/S21 Google Pixel, Car Charger Cable

Car Carplay Woven Cable for iPhone 16 15 3.3FT USB A to USB C 3.2 Gen 2 Carplay Adapter Wire for iPhone 16 15 Pro Max, iPad Pro/Air, Samsung Galaxy S25/S24/S23/S22/S21 Google Pixel, Car Charger Cable

(213)
$12.99
FREE delivery Sat, Jun 14 on your first order
100+ bought in past month
Loading...
AocBook 15.6'' FHD Laptop, Intel N95, Nvidia GTX 1060 4GB, 32GB DDR4 RAM, M.2 SSD, Sleek Notebook with Type-C, HDMI, RJ45 Ethernet, Backlit Keyboard, Fingerprint (32GB DDR4 | 1TB SSD)

AocBook 15.6'' FHD Laptop, Intel N95, Nvidia GTX 1060 4GB, 32GB DDR4 RAM, M.2 SSD, Sleek Notebook with Type-C, HDMI, RJ45 Ethernet, Backlit Keyboard, Fingerprint (32GB DDR4 | 1TB SSD)

(3)
$749.00
FREE delivery Fri, Jun 20
Loading...
acer Nitro 50 N50-620-UA91 Gaming Desktop | 11th Gen Intel Core i5-11400F 6-Core Processor | NVIDIA GeForce GTX 1650 | 8GB DDR4 | 512GB NVMe M.2 SSD | Intel Wi-Fi 6 AX201 | Keyboard and Mouse

acer Nitro 50 N50-620-UA91 Gaming Desktop | 11th Gen Intel Core i5-11400F 6-Core Processor | NVIDIA GeForce GTX 1650 | 8GB DDR4 | 512GB NVMe M.2 SSD | Intel Wi-Fi 6 AX201 | Keyboard and Mouse

(283)
$1,658.99
Loading...
Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black
Best Seller

Logitech G203 Wired Gaming Mouse, 8,000 DPI, Rainbow Optical Effect LIGHTSYNC RGB, 6 Programmable Buttons, On-Board Memory, Screen Mapping, PC/Mac Computer and Laptop Compatible - Black

(17,871)
$27.98$22.38
FREE delivery Tue, Oct 14 on your first order
500+ bought in past month
Loading...
Logitech G305 LIGHTSPEED Wireless Gaming Mouse, Hero 12K Sensor, 12,000 DPI, Lightweight, 6 Programmable Buttons, 250h Battery Life, On-Board Memory, PC/Mac - Black

Logitech G305 LIGHTSPEED Wireless Gaming Mouse, Hero 12K Sensor, 12,000 DPI, Lightweight, 6 Programmable Buttons, 250h Battery Life, On-Board Memory, PC/Mac - Black

(21,223)
$44.98
FREE delivery Tue, Oct 14
1K+ bought in past month
Loading...
Dell 27 Plus 4K Monitor - S2725QS - 27-inch 4K (3840 x 2160) 120Hz 16:9 Display, IPS Panel, AMD FreeSync Premium, sRGB 99%, Integrated Speakers, 1500:1 Contrast Ratio, Comfortview Plus - Ash White

Dell 27 Plus 4K Monitor - S2725QS - 27-inch 4K (3840 x 2160) 120Hz 16:9 Display, IPS Panel, AMD FreeSync Premium, sRGB 99%, Integrated Speakers, 1500:1 Contrast Ratio, Comfortview Plus - Ash White

(13)
$309.99$297.59
FREE delivery Tue, Oct 7
200+ bought in past month
Loading...
10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

10.1 Inch Touch Portable Monitor IPS Screen 1366x768P 60Hz 400 Brightness 99% sRGB HDMI USB-C Monitors Switch for Xbox PS3/4/5 Laptop Compatible with Raspberry Pi, Mini Touch Screen

(1)
$99.99
FREE delivery Mon, Aug 11
Loading...
ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

ELECROW 8 Inch Portable Monitor, 1280x800 Mini HD Display with Built-in Speakers, USB Powered, Non-Touch LCD Screen for Raspberry Pi, PC, Laptop, Jetson Nano, Game Consoles

(49)
$117.29$102.21
$6.86 delivery Thu, Aug 14
Loading...
7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

7 Inch Portable Monitor Touchscreen HD 1024x600 LED Display Dual HDMI Port Small Monitor for PC Raspberry Pi Laptop Computer Xbox PS4/5 Switch Built-in Speakers

(61)
$68.99
FREE delivery Tue, Aug 12
Loading...
BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

BrosTrend 1800Mbps WiFi 6 Linux WiFi Adapter for PC and Raspberry Pi 2+, Long Range USB WiFi Dongle Linux for Ubuntu, Mint, Debian, Kubuntu, Lubuntu, Zorin, Windows 11/10, Dual Band Wireless Antenna

(288)
$54.14
FREE delivery Sun, Jun 22