Advanced Responsible AI

State-of-the-Art Machine Learning Papers Implementation

Learn Transformers, explained: Understand the model behind GPT, BERT, and T5

An introductory course explaining the importance of responsible AI and how Google implements it in its products. It covers Google's 7 AI principles, providing a high-level understanding of ethical feature use.

This course explores the ethical challenges and complexities of AI's role in mental health, covering topics like bias, misinformation, privacy, and patient safety. It delves into advancements in computing, social robotics, and NLP techniques used in mental health analysis. The course is designed for mental health professionals, policymakers, and tech leaders.

4.13/5.0 rating. 100% say "valuable information." 100% say "clear explanations." 100% say "knowledgeable instructor." Beginner-friendly introduction to artificial intelligence fundamentals, machine learning, and real-world AI applications.Master Artificial Intelligence basics including machine learning concepts, neural networks, deep learning principles, and AI applications across industries. Learn AI fundamentals without coding—designed for engineers, business professionals, and beginners exploring how intelligent systems transform healthcare, finance, manufacturing, energy, and project management.WHAT YOU'LL LEARNAI Fundamentals & Types Understand what artificial intelligence is, differentiate between narrow AI, general AI, and super AI, and learn how AI systems learn from data. Explore supervised learning, unsupervised learning, and reinforcement learning concepts without complex mathematics.Machine Learning Basics Master foundational machine learning concepts including training data, algorithms, model accuracy, and prediction systems. Learn how ML powers recommendation engines, fraud detection, and predictive maintenance without writing code.Neural Networks & Deep Learning Understand how artificial neural networks mimic human brain structure, learn about layers, nodes, activation functions, and how deep learning enables image recognition, natural language processing, and autonomous systems.Data in AI Systems Learn why data is critical for AI, understand training datasets, data quality requirements, data preprocessing, and how bias in data creates biased AI models. Explore data ethics and responsible AI practices.AI Applications Across Industries Discover real-world AI uses in energy systems (predictive maintenance, grid optimization), manufacturing (quality control, robotics), healthcare (diagnostics, drug disco

Dive into the realm of Artificial intelligence and master Deep Learning with our comprehensive course, "Master Deep Learning in 2023: A Comprehensive Bootcamp"Are you fascinated by the power and potential of artificial intelligence, machine learning and deep learning? Are you looking for a comprehensive and immersive way to learn about Deep Learning? If so, then this course is for you!Designed with both beginners and professionals in mind, this course offers a deep and engaging journey into the field of AI and deep learning. With a focus on deep learning, you'll explore the latest and most impactful techniques and technologies in this dynamic and rapidly evolving field.Our course begins by providing a strong grounding in the fundamental concepts of AI and deep learning. You'll learn the basics of neural networks, deep learning frameworks, and more. With this solid foundation, we'll then move on to explore more complex topics such as convolutional and recurrent neural networks, long short-term memory (LSTMs), pre-trained models & Transfer Learning.Throughout the course, you'll benefit from practical examples and real-world case studies to help you connect theoretical concepts to practical applications. You'll also complete hands-on projects to help you apply your learning to the most pressing challenges facing AI and deep learning today.But our course doesn't simply prepare you to apply deep learning techniques in the real world--it also equips you with the ethical considerations and implications of using AI. You'll learn about critical issues like bias and fairness in machine learning, and develop your ability to think critically about the challenges and opportunities presented by these new technologies.By the end of the course, you'll have a comprehensive understanding of deep learning and the skills to apply these techniques to rea

Welcome to my comprehensive course on crafting prompts that not only drive engagement but also uphold ethical standards. In today's interconnected world, the ability to formulate queries that are both compelling and responsible is essential.Throughout this course, you'll delve into the intricacies of prompt engineering, exploring diverse topics such as AI ethics, bias awareness, and cultural sensitivity. Whether you're a beginner seeking foundational knowledge or an experienced professional aiming to refine your skills, our curriculum is tailored to meet your needs.Learn how to navigate legal and medical constraints, stimulate creative problem-solving, and craft prompts for educational, societal, and environmental issues. Our expert-level modules delve into advanced techniques such as integrating multiple topics, long-form content generation, and psychological theories in prompt design.Furthermore, our mastery-level sessions provide a deep dive into algorithmic understanding, cross-disciplinary crafting, and ethical dilemmas in prompt formulation. By the end of this course, you'll emerge equipped with the tools and insights needed to drive meaningful conversations, foster innovation, and navigate complex inquiries with precision and integrity.Join me on this journey to master the art of prompt engineering and make a positive impact in your field. Enroll today and unlock the potential to shape dialogue, foster understanding, and drive positive change through thoughtful and ethical prompt design.

Section 1 Introduction to the Course: In this section we'll learn about the basics of prompt engineering, simple prompt starters, practical everyday prompts and much more about Prompt engineering i.e Is the art of designing effective prompts to guide AI in generating accurate and useful responses.Section 2 About Prompt Revisions (Prompt Engineering): Prompt revisions refine instructions given to AI for better results. This involves adding context, clarifying ambiguity, using precise language, and iterating until the outcome meets expectations.Section 3 General Prompt Frameworks (Prompt Engineering): In this section we'll learn about general prompt frameworks i.e Structured prompts with clear instructions, context, input, and output ensure accurate AI responses.Section 4 Learn to Generate Image using AI: Learn to generate image with the help of AI and Image prompt book and prompt engineering.Section 5 Generate Business Ideas using ChatGPT:&nbsp;ChatGPT can help brainstorm business ideas by analyzing trends, identifying gaps, and suggesting innovative solutions based on your interests or market needs.Section 6 Brainstorming Freelancing Ideas using AI (Chat GPT): ChatGPT can help generate freelancing ideas by suggesting in-demand skills, niches, and services based on current trends, allowing you to explore unique opportunities and tailor them to your expertise.Section 7 Improve Health and Wellness using AI (Chat GPT): ChatGPT can provide personalized health tips, fitness plans, and dietary advice, helping you track progress, set goals, and adopt healthy habits based on your individual needs.Section 8 Learn Specific Skills using ChatGPT: Learn specific skills like Seo with AI, How to write blogs, Creating website, Creating an AD, Content writing and much more with the help of Chat Gpt.<stron

Welcome to the ultimate ChatGPT and Python Data Science course—your golden ticket to mastering the art of data science intertwined with the latest AI technology from OpenAI.This course isn't just a learning journey—it's a transformative experience designed to elevate your skills and empower you with practical knowledge.With AI's recent evolution, many tasks can be accelerated using models like ChatGPT. We want to share how to leverage AI it for data science tasks.Embark on a journey that transcends traditional learning paths. Our curriculum is designed to challenge and inspire you through:Comprehensive Challenges: Tackle 10 concrete data science challenges, culminating in a case study that leverages our unique 365 data to address genuine machine learning problems.Real-World Applications: From preprocessing with ChatGPT to dissecting a furniture retailer's client database, explore a variety of industries and data types.Advanced Topics: Delve into retail data analysis, utilize regular expressions for comic book analysis, and develop a ChatGPT-powered movie recommendation system. Engage with such critical topics as AI ethics to combat biases and ensure data privacy.This course emphasizes practical application over theoretical knowledge, where you will:Perform dynamic sentiment analysis using a Naïve Bayes algorithm.Craft nuanced classification reports with our proprietary data.Gain hands-on experience with real datasets—preparing you to solve complex data science problems confidently.We’ll be using ChatGPT, Python, and Jupyter Notebook throughout the course, and I’ll link all the datasets, Notebooks for you to play around with on your own.I'll help you create a ChatGPT profile, but I’ll assume you're adept in Python and somewhat experienced in machine learning. Are you ready to dive into the