generative ai
Retrieval Augmented Generation (RAG) & LLM: Examples
Last updated: 25th Jan, 2025 Have you ever wondered how to seamlessly integrate the vast knowledge of Large Language Models…
Completion Model vs Chat Model: Python Examples
In this blog, we will learn about the concepts of completion and chat large language models (LLMs) with the help…
Autoencoder vs Variational Autoencoder (VAE): Differences, Example
Last updated: 12th May, 2024 In the world of generative AI models, autoencoders (AE) and variational autoencoders (VAEs) have emerged…
Transfer Learning vs Fine Tuning LLMs: Differences
Last updated: 23rd Jan, 2024 Two NLP concepts that are fundamental to large language models (LLMs) are transfer learning and…
LLM Training & GPU Memory Requirements: Examples
As data scientists and MLOps Engineers, you must have come across the challenges related to managing GPU requirements for training…
Distributed LLM Training & DDP, FSDP Patterns: Examples
Training large language models (LLMs) like GPT-4 requires the use of distributed computing patterns as there is a need to…
Transformer Architecture Types: Explained with Examples
Are you fascinated by the power of deep learning large language models that can generate creative writing, answer complex questions,…
Blueprint: Deploying Generative AI Applications
In this blog, we will learn about a comprehensive framework for the deployment of generative AI applications, breaking down the…
BERT vs GPT Models: Differences, Examples
Have you been wondering what sets apart two of the most prominent transformer-based machine learning models in the field of…
ChatGPT Prompts Best Practices: Examples
In this blog, you will learn the best practices you can adopt when writing prompts for ChatGPT. Here is the…
Large Language Models (LLMs) & Semantic Search: Examples
Have you ever marveled at how typing a few words into a search engine yields exactly the information you're looking…
Procurement Analytics Use Cases Examples
Last updated: 26th Nov, 2023 The procurement analytics applications is seeing tremendous growth in last few years. With so much…
First Principles Thinking using ChatGPT
Have you ever wondered why an object such as a chair is shaped the way it is, or why it's…
Generative AI Framework for Product Managers: Examples
Ever wondered how you as a product manager can stay ahead in the competitive era fuelled by technological advancements such…
OpenAI Python API Example for NLP Tasks
Ever wondered how you can leverage the power of OpenAI's GPT-3 and GPT-3.5 (from Jan 2024 onwards) directly in your…
Architecting a Generative AI Platform for GPT-based LLM Apps
Have you ever wondered how to build a scalable Generative AI platform based on OpenAI GPT models that can serve…