AI Unlocked

AI Unlocked

By EVO AIScience
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AI Unlocked episodes

  • Empowering AI: The Secrets of the Encoder-Decoder Mechanism

    In this episode, we will cover:

    1. Introduction to Encoder-Decoder Mechanisms
    2. Basics of Neural Machine Translation
    3. Deep Dive into the Encoder-Decoder Model
    4. The Power of Attention in Neural Networks
    5. Recent Advancements in Encoder-Decoder Mechanisms
    6. Practical Applications of Encoder-Decoder Models
    7. Beyond Transformers: Other Mechanisms
    8. Training and Fine-tuning Explained
    9. Inference in Encoder-Decoder Mechanisms
    10. Training Models with Attention
    11. Conclusion and Future Forecasts (5 minutes)
      12. 43 min
    13. APIs: The Gateway to Large Language Models

      In this episode, we cover REST, SOAP, GraphQL, gRPC and WebSocket APIs.

      We also look at API principles from API First Design to Rate Limiting and OAuth.

      Then we look at API Tools from Postman to Swagger and Insomnia, then to API Gateway, SoapUI and JMeter.

      Then we move to some Real-World Applications of APIs in Driving Large Language Models such as Content Creation, Chatbots, Language Translation Services, Education, Sentiment Analysis, Voice Assistants, Text-to-Speech and Speech-to-Text Services.

      We also look at the mathematics that underpin APIs and future trends of APIs.

      27 min
    14. What is Deep Learning and how does it work?

      • Introduction to Deep Learning

      • The Evolution of Deep Learning - A Historical Perspective

      • The Brain Behind Deep Learning - Artificial Neural Networks:

      • Types of Deep Learning - CNNs, RNNs, and More

      • Training Deep Learning Models - How Do They Learn?:

      • Real-World Applications - Where is Deep Learning Used?:

      • Challenges and Ethical Considerations

      • The Future of Deep Learning - What’s Next?:

        • 28 min
      • What is Prompt Engineering?

        In this episode, we cover what is Prompt Engineering, we look at what is a good prompt or a bad one, when there is too much or too little

        information in a prompt, how and why an LLM treats various words from a prompt in a different way and what decomposition means for
        crafting a good suite of prompts that can solve very complex problems.

        30 min
      • Is AI dangerous ?

        Can AI become a force of good or are we going to lose control over it?

        In this episode, we look at how AI can evolve as we are at a crossroads.

        Are we going to be smart enough and develop artificial intelligence to help us cure disease, extend life or explore the universe?

        Or, in our quest to develop AI as fast as possible, we will end up with a sentient artificial intelligence with a different agenda than ours and this will ultimately lead to the end of mankind?

        17 min
      • What is AI ?

        In our Inaugural Episode, we cover briefly:

        Section 1: Artificial Intelligence (AI) and Machine Learning

        Section 2: Supervised vs. Unsupervised Learning

        Section 3: Deep Learning and Generative Models

        Section 4: Understanding Generative AI

        Section 5: Applications in Various Business Sizes

        Section 6: Transformers in AI

        Section 7: Challenges and Solutions in AI

        Section 8: Prompt Engineering and Detection of Hallucinations

        Section 9: Text-to-Output Models in Business Operations

        Section 10: Q&A Segment for Businesses

        19 min

      About AI Unlocked

      From the publisher's feed

      Join the experts at EVO AI as we unlock the power of Artificial Intelligence. We cover everything from Machine Learning & Artificial Neural Networks to GANs, MLOps, AIOps and Deep Learning. We look at latest developments, available platforms & technologies and how we can use these new emerging tools to get ahead.