Pratima RathoreFine-Tuning with Finesse: QLoRAElevating Intelligence of Llama with LoRASep 18, 2023Sep 18, 2023
Pratima RathoreDiving deeper into Quantization RealmPart 1 — Introduction to PTQ and QATAug 30, 2023Aug 30, 2023
Pratima RathoreQuantizationPart 2 — Introduction to Post Training Quantization (PTQ) Methods — GPTQ , GGLM and QLORA 4bit QuantizationAug 30, 20231Aug 30, 20231
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…Aug 16, 2023Aug 16, 2023
Pratima RathoreHow do machines learn meaning ?Word Sense Disambiguation ( From Sheldon to Chandler😅 )Nov 22, 2020Nov 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…Nov 1, 2020Nov 1, 2020
Pratima RathoreRecurrent Neural Networks (RNNs)“Recurrent neural networks are variants of the vanilla neural networks which are tailored to learn sequential patterns.”Oct 18, 2020Oct 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…Oct 13, 2020Oct 13, 2020
