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Ismael's Projects

diabetes-classification icon diabetes-classification

Building and training a neural network with PyTorch to accurately predict the onset of diabetes from clinical measurements

digit-recognizer icon digit-recognizer

Develop and test a feedforward neural network for handwritten digit recognition using PyTorch and the MNIST benchmark dataset

house-price-prediction icon house-price-prediction

End to end machine learning pipeline for house price prediction, including exploratory data analysis, data preprocessing, models training & evaluating

litgpt icon litgpt

Pretrain, finetune, deploy 20+ LLMs on your own data. Uses state-of-the-art techniques: flash attention, FSDP, 4-bit, LoRA, and more.

mdp-value-iteration icon mdp-value-iteration

Implementation of the MDP algorithm for optimal decision-making, focusing on value iteration and policy determination.

playing-with-finetuning icon playing-with-finetuning

Practice fine-tuning a Pretrained Transformers model from Hugging Face using various approaches and techniques from the abstraction to details

playing-with-torch icon playing-with-torch

Practice using PyTorch include data preprocessing, linear algebra, optimization, neural networks, CNNs, and more to cover ML and DL basics

taipy icon taipy

Turns data and AI algorithms into production-ready web applications in no time

transformer-pytorch-scratch icon transformer-pytorch-scratch

Implement the "Attention Is All You Need" paper from scratch using PyTorch, focusing on building a sequence-to-sequence transformer architecture for translating text from English to Italian

ttl icon ttl

Simulator for a todo task list application featuring an AI assistant using FastAPI, It showcases a practical integration of task management with AI

wdfap icon wdfap

Tool that enables you to fetch, clean, prepare, label, and upload articles from web sources in various formats such as csv, json, xlsx, and parquet

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