Pratima RathoreFine-Tuning with Finesse: QLoRAElevating Intelligence of Llama with LoRA·10 min read·Sep 18, 2023----
Pratima RathoreDiving deeper into Quantization RealmPart 1 — Introduction to PTQ and QAT8 min read·Aug 30, 2023----
Pratima RathoreQuantizationPart 2 — Introduction to Post Training Quantization (PTQ) Methods — GPTQ , GGLM and QLORA 4bit Quantization6 min read·Aug 30, 2023--1--1
Pratima RathoreFine-Tuning with Finesse: Parameter Efficient Fine-Tuning (PEFT)Transformer-based architectures, such as GPT, T5, and BERT, belonging to the category of Large Language Models (LLMs), have demonstrated…8 min read·Aug 16, 2023----
Pratima RathoreHow do machines learn meaning ?Word Sense Disambiguation ( From Sheldon to Chandler😅 )9 min read·Nov 22, 2020----
Pratima RathoreNeural network for text processingWhen we hear about Convolutional Neural Network (CNNs), we typically think of Computer Vision but we can also apply CNNs to problems in…8 min read·Nov 1, 2020----
Pratima RathoreRecurrent Neural Networks (RNNs)“Recurrent neural networks are variants of the vanilla neural networks which are tailored to learn sequential patterns.”10 min read·Oct 18, 2020----
Pratima RathoreResidual Networks (ResNet)Until about 2014 (when the GoogleNet was introduced), the most significant improvements in deep learning had appeared in the form of…6 min read·Oct 13, 2020----