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Master Generative AI: Build, Train, and Deploy Cutting-Edge AI Models

Build a strong foundation in Generative AI with a practical course that explains core ideas, model families, and hands-on techniques. Learn how GANs, VAEs, and Transformers work, when to use them, and how to train, evaluate, and deploy generative systems for text, images, and audio. The program blends step-by-step labs with real use cases so concepts translate directly to working solutions.

Designed for beginners and advancing practitioners, you will complete guided projects, compare model trade-offs, and apply best practices for data, tuning, and safety. By the end, you will be able to prototype generative apps, fine-tune models for specific tasks, and present results clearly to stakeholders.

Master Generative AI: Build, Train, and Deploy Cutting-Edge AI Models
Generative AI Training at TechnoPaat

Learn how to build with Generative AI through hands-on courses that cover core ideas and real tools. Create text, images, and audio with systems like GPT, GANs, and VAEs, and turn concepts into working demos and applications. Whether starting out or advancing skills, training focuses on practical workflows that boost creativity and career growth in AI-driven roles.

What is Generative AI? It is a set of techniques that produce new content by learning patterns from data. At TechnoPaat, explore projects and guided labs using modern model families and toolchains. Build capabilities for content creation, design, automation, and product features that benefit from synthetic data and smart generation.

Mastering Generative AI: From Fundamentals to Advanced Applications

Go from foundations to deployment with a curriculum that explains key architectures, tuning methods, evaluation, and safety. Learn how to pick the right approach for the job and prove value with measurable results.

What You Will Learn
1. Introduction to Generative AI
  • Core concepts, use cases, and common pitfalls
  • Generative vs discriminative modeling and when to use each
2. Core Models and Techniques
  • GANs: architecture, training dynamics, stabilization, and applications
  • VAEs: latent variables, reconstruction, and practical implementation
  • Transformers: text and image generation with models like GPT and diffusion-backed systems
3. Hands-On Projects
  • Image generation pipelines with configuration and evaluation
  • Text generation apps using prompt design and basic retrieval
  • Audio synthesis or augmentation for creative and product use cases
4. Advanced Topics
  • Responsible AI: safety, bias, privacy, and governance
  • Fine-tuning and lightweight adaptation (LoRA, adapters)
  • Serving and scaling: APIs, caching, and cost control
5. Real-World Applications
  • Creative tools for design and media
  • Marketing and content production workflows
  • Synthetic data for training and testing
Who Is This Course For?
  • Engineers, data scientists, and applied researchers
  • Developers building creative or productivity apps
  • Professionals exploring AI features for products and teams
  • Learners interested in modern ML with practical outcomes
Prerequisites
  • Basic Python and machine learning familiarity
  • Helpful: experience with a deep learning framework
Course Format
  • Short lectures paired with live demos
  • Hands-on coding labs and projects
  • Quizzes and reviews to reinforce learning
  • Community discussion and peer feedback
Key Features
  • End-to-end curriculum from fundamentals to deployment
  • Project-driven learning with practical evaluation
  • Guidance from experienced practitioners
  • Certificate of completion

  • Applications of Generative AI (text, images, audio, video).
  • Differences between discriminative and generative models.
  • Overview of the generative AI landscape.

  • Probability distributions and Bayesian inference.
  • Latent spaces and embeddings.
  • Loss functions for generative models.

  • GAN architecture: Generator and Discriminator.
  • Training GANs: Challenges and techniques (e.g., mode collapse, vanishing gradients).
  • Types of GANs: Conditional GANs, CycleGANs, StyleGANs.

  • VAE architecture: Encoder, Decoder, and Latent Space.
  • Reparameterization trick and KL divergence.
  • Applications of VAEs in image and data generation.

  • Transformer architecture: Self-attention and positional encoding.
  • GPT (Generative Pre-trained Transformer) for text generation.
  • DALL-E and CLIP for image generation.

  • Introduction to diffusion models.
  • How diffusion models work: Forward and reverse processes.
  • Applications in image and video generation.

  • Bias and fairness in generative models.
  • Misinformation and deepfakes.
  • Responsible AI practices and regulations.

  • Synthetic data generation for training ML models.
  • AI art and design tools.
  • Deploying generative models in production (e.g., cloud, edge devices).

  • Build a text-to-image generation pipeline.
  • Create a music or audio synthesis model.
  • Develop a custom GAN for a specific use case (e.g., fashion, healthcare).

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Discover Your Language Learning Goals

Discover Your Language Learning Goals

Whether you’re learning for travel, work, or personal/ professional growth, we’ll help you identify your objectives and match you with the perfect language course to meet your goals.

Choose the Right language Course for You

Choose the Right language Course for You

From beginner basics to advanced fluency, we offer customized programs designed to suit your learning pace and style. Explore group classes, private lessons, or online options.

Learn with Experts and Advanced Tools

Learn with Experts and Advanced Tools

Experience interactive lessons led by certified instructors using cutting-edge techniques and technology. Our immersive approach ensures rapid progress and lasting confidence.

Practice, Progress, and Achieve Fluency

Practice, Progress, and Achieve Fluency

Engage in real-world practice, track your progress with regular assessments, and celebrate milestones as you master your chosen language. Success is within reach!

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