[#Script #Coding] TensorFlow Course – Building and Evaluating Medical AI Models

TensorFlow Course – Building and Evaluating Medical AI Models

By freeCodeCamp.org
Published: Aug 03, 2023


freeCodeCamp.org 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.

✏️ 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

⭐️ Course Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:01:11) Getting started with Google Colab
⌨️ (0:01:50) Facts about Chest X-Rays
⌨️ (0:06:36) 1. Defining a Problem
⌨️ (0:12:33) 2. Preparing the Data
⌨️ (0:19:45) 3. Training the Model
⌨️ (0:32:00) 4. Running the Model
⌨️ (0:37:05) 5a. Evaluating Performance
⌨️ (0:48:44) 5b. Stats: Histogram, Sensitivity & Specificity
⌨️ (1:01:00) 5c. Stats: AUC Curve
⌨️ (1:08:19) 6. Saving our Model

🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 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

Eric Brooks

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


freeCodeCamp.org 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.

✏️ See course.mlsafety.org for more.

⭐️ Contents ⭐️
(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
👾 南宮千影
👾 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

Eric Brooks

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.

More Posts - Website

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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


AdobeMasters 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.

Eric Brooks

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.

More Posts - Website

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