S ShakirPEFT Chronicles: Taming LLMs the Easy WayPEFT takes a more minimalist approach. Instead of copying the entire model, it fine-tunes only the essential parts.Aug 7Aug 7
S ShakirMastering Benchmarks: The Path to Prodigy Language ModelsIn the realm of language models, benchmarks play a crucial role in assessing and comparing their performance on various tasks.Jan 23Jan 23
S ShakirNavigating the Melody: A Deep Dive into Evaluating LLMsMetrics for LLM Evaluation includes ROUGE for Summarization and BLEU for translation.Jan 2Jan 2
S ShakirMastering Task-Specific Brilliance: Battling Catastrophic Forgetting with Fine-Tuned LLMsyou can transform your LLM into a task-specific wizard with just a fraction of the data needed for pretraining.Nov 13, 2023Nov 13, 2023
S ShakirMastering the Art of LLM Fine-Tuninghow to take a pre-trained LLM, guide its behavior with prompts and instructions, and even explored the daring world of Full Fine-Tuning.Nov 10, 2023Nov 10, 2023
S ShakirGPU-Powered Prowess: Revolutionizing Large Language Models with Multi-GPU Compute StrategiesDDP focuses on parallelizing model parameters and data across multiple GPUs, while FSDP takes it a step further by sharding both the…Aug 30, 20232Aug 30, 20232
S ShakirSlimming Down the Giants: The Role of Quantization in Large Language ModelsQuantization is a technique where we shrink the range of numbers in our model without losing too much accuracy. It’s like squeezing all theAug 27, 2023Aug 27, 2023
S ShakirUnraveling the Enigma of Large Language Models: A Journey into Pretraining and Their Marvelous…Unraveling the Enigma of Large Language Models: A Journey into Pretraining and Their Marvelous ApplicationsJul 25, 2023Jul 25, 2023
S ShakirinGoPenAIText Summarization Using FLAN-T5FLAN-T5’s flexibility and adaptability make it an excellent choice for creative text summarization tasks. By crafting the right prompts…Jul 24, 20232Jul 24, 20232
S ShakirUnleashing Creativity with Generative AI: A Journey through the Project LifecycleHey there, creative minds! Are you ready to embark on an exciting journey into the world of generative AI? In this article, we’ll take you…Jul 19, 20231Jul 19, 20231