TensorFlow Course – Building and Evaluating Medical AI Models
By freeCodeCamp.org
Published: Aug 03, 2023“
Learn how to build and evaluate medical AI models with TensorFlow. This is a great, real world project for improving your machine learning skills. You will use TensorFlow to evaluate chest x-rays.
âœï¸ Dr. Jason Adleberg teaches this course.
Jason on Twitter: https://www.twitter.com/pixels2patients
Jason on Linkedin: https://www.linkedin.com/in/jason-adleberg-6b444b52💻 Colab Notebook: https://colab.research.google.com/drive/1klBxr93NYXrLFOVMXhm0RbVm5PIjfXQn
âï¸ Course Contents âï¸
âŒ¨ï¸ (0:00:00) Intro
âŒ¨ï¸ (0:01:11) Getting started with Google Colab
âŒ¨ï¸ (0:01:50) Facts about Chest X-Rays
âŒ¨ï¸ (0:06:36) 1. Defining a Problem
âŒ¨ï¸ (0:12:33) 2. Preparing the Data
âŒ¨ï¸ (0:19:45) 3. Training the Model
âŒ¨ï¸ (0:32:00) 4. Running the Model
âŒ¨ï¸ (0:37:05) 5a. Evaluating Performance
âŒ¨ï¸ (0:48:44) 5b. Stats: Histogram, Sensitivity & Specificity
âŒ¨ï¸ (1:01:00) 5c. Stats: AUC Curve
âŒ¨ï¸ (1:08:19) 6. Saving our Model🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 å—å®®åƒå½±
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan—
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news
”
Author: Eric Brooks
Web & Graphic Designer, Blogger, Musician, Evil Clown. I also code websites and promote people for a living. Still kind of a jerk, though. Approach with food.
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[#Script #Coding] Machine Learning Safety – Full Course from the Center for AI Safety
Machine Learning Safety – Full Course from the Center for AI Safety
By freeCodeCamp.org
Published: Aug 02, 2023“
ML systems are rapidly increasing in size, are acquiring new capabilities, and are increasingly deployed in high-stakes settings. As with other powerful technologies, safety for ML should be a leading research priority. In this course we’ll discuss how researchers can shape the process that will lead to strong AI systems and steer that process in a safer direction. We’ll cover various technical topics to reduce existential risks (X-Risks) from strong AI, namely withstanding hazards (“Robustness”), identifying hazards (“Monitoring”), reducing inherent ML system hazards (“Alignment”), and reducing systemic hazards (“Systemic Safety”). At the end, we will zoom out and discuss additional abstract existential hazards and discuss how to increase safety without unintended side effects.
âœï¸ See course.mlsafety.org for more.
âï¸ Contents âï¸
(0:00:00) Introduction
(0:11:09) Deep Learning Review
(0:52:41) Risk Decomposition
(1:06:57) Accident Models
(1:39:22) Black Swans
(1:58:45) Adversarial Robustness
(2:29:40) Black Swan Robustness
(2:52:56) Anomaly Detection
(3:35:32) Interpretable Uncertainty
(3:59:09) Transparency
(4:12:22) Trojans
(4:22:52) Detecting Emergent Behavior
(4:43:07) Honest Models
(5:00:06) Machine Ethics
(5:52:08) ML for Improved Decision-Making
(6:04:40) ML for Cyberdefense
(6:25:00) Cooperative AI
(6:58:33) X-Risk Overview
(7:05:23) Possible Existential Hazards
(7:13:16) AI and Evolution
(8:03:08) Safety-Capabilities Balance
(8:21:07) Review and Conclusion🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 å—å®®åƒå½±
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan—
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news
”
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[#Adobe #Design] How to Create a Clean Quick Background in Adobe Premiere Pro CC (2023)
How to Create a Clean Quick Background in Adobe Premiere Pro CC (2023)
By AdobeMasters
Published: Jul 31, 2023“
Check out my Premiere Pro Course: https://www.udemy.com/course/premiere-pro-course/?referralCode=AF659E18BEF06A7F4955
Today we go over a really good trick to create a clean background that you can do some great things with! This is simple to create and can be used in a ton of different applications!
Get near unlimited stock footage and premiere pro templates: http://1.envato.market/c/1413971/298927/4662
Join the Community at: https://adobemasters.net/
Request a Tutorial at: https://adobemasters.net/request-a-tutorial/If you want to learn more about the Adobe products. Here are a couple of cheap courses I learned from.
http://adobemasters.net/courses/Subscribe to see more Adobe related content, videos every other day.
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[#AfterEffects #Video] 5 TRICKS TO Make Your Videos 10x BETTER
5 TRICKS TO Make Your Videos 10x BETTER
By Cinecom.net
Published: Jul 28, 2023“
(advertising @Lickd) Sign up to Lickd with my link for 14 days free stock music and 50% off your first mainstream chart track – https://go.lickd.co/Cinecomv8 – Learn how to make your videos 10 times better with these 5 easy editing and filmmaking tricks in this tutorial video.
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â–º https://go.lickd.co/Cinecomv8VIDEO EDITING Tricks you (probably) never heard about!
â–º https://youtu.be/tgwKVnXSQm8More Adobe Premiere Pro Tips & Tricks
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