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In this video on AI Bias, we will cover AI Bias, including what it is, how it happens, and ways to avoid it. You’ll learn about real-world examples of AI bias and the potential risks it poses in everyday decisions like hiring and credit approvals. We’ll explain What AI Bias is and how it develops through biased data and algorithms. We’ll also highlight the sources of bias, such as human influence and flawed data selection, that can lead to unfair outcomes. Lastly, we’ll provide tips on how to avoid bias in AI models to ensure fair and accurate results.

Below are the topics covered in this video:

00:00 Introduction to AI bias
00:00 What is AI Bias
00:00 Sources of AI Bias
00:00 How To avoid ai bias?

✅ What are some famous examples of AI bias?
Some examples of AI bias include:
Gender bias
Age-based discrimination

✅ What are AI bias class 10 examples?
For example: Let us consider that a person Mr. X likes a color 'Red' very much. Now, if another dataset stores that 'Red' colour is preferred for aggressive nature, then without much representation, this dataset may link that person with aggressive nature. So this is an example of AI bias.

✅ What is an example of AI bias in healthcare?
Other cases of potential AI bias involved algorithms studying cases of heart failure, cardiac surgery, and vaginal birth after cesarean delivery (VBAC), in which an AI algorithm led Black patients to get more cesarean procedures than were necessary, according to Chin.2

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➡️ Professional Certificate Program in Generative AI and Machine Learning

Dive into the future of AI with our Generative AI & Machine Learning course, in collaboration with E&ICT Academy, IIT Guwahati. Learn tools like ChatGPT, OpenAI, Hugging Face, Python, and more. Join masterclasses led by IITG faculty, engage in hands-on projects, and earn Executive Alumni Status.

Key Features

✅ Program completion certificate from E&ICT Academy, IIT Guwahati
✅ Curriculum delivered in live virtual classes by seasoned industry experts
✅ Exposure to the latest AI advancements, such as generative AI, LLMs, and prompt engineering
✅ Interactive live-virtual masterclasses delivered by esteemed IIT Guwahati faculty
✅ Opportunity to earn an 'Executive Alumni Status' from E&ICT Academy, IIT Guwahati
✅ Eligibility for a campus immersion program organized at IIT Guwahati
✅ Exclusive hackathons and “ask-me-anything” sessions by IBM
✅ Certificates for IBM courses and industry masterclasses by IBM experts
✅ Practical learning through 25+ hands-on projects and 3 industry-oriented capstone projects
✅ Access to a wide array of AI tools such as ChatGPT, Hugging Face, DALL-E 2, Midjourney and more
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies

Learning Path

✅ IITG AI: Program Induction
✅ IITG AI: Programming Fundamentals
✅ IITG AI: Python for Data Science (IBM)
✅ IITG AI: Applied Data Science with Python
✅ IITG AI: Machine Learning
✅ IITG AI: Deep Learning with TensorFlow (IBM)
✅ IITG AI: Deep Learning Specialization
✅ IITG AI: Essentials of Generative AI, Prompt Engineering & ChatGPT
✅ IITG AI: Advanced Generative AI
✅ IITG AI: Capstone
Electives:
✅ IITG AI: ADL & Computer Vision
✅ IITG AI: NLP and Speech Recognition
✅ IITG AI: Reinforcement Learning
✅ IITG AI: Academic Masterclass
✅ IITG AI: Industry Masterclass

Skills Covered

✅ Generative AI
✅ Prompt Engineering
✅ Chatbot Development
✅ Supervised and Unsupervised Learning
✅ Model Training and Optimization
✅ Model Evaluation and Validation
✅ Ensemble MethodsDeep Learning
✅ Natural Language Processing
✅ Computer Vision
✅ Reinforcement Learning
✅ Machine Learning Algorithms
✅ Speech RecognitionStatistics

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