This repo contains study cases involving IA applications that I tested over the course of my specialization. This repo does not contains any from scrath implementation of methods or algorithms, only off-the-shelf methods applied to different case problems.
- Dealing with underfit and overfit.ipynb
- How to use hypertunning.ipynb
- How to use transferlearning.ipynb
- Fuel efficiency with regression.ipynb
- Sentiment analysis using wordembedding.ipynb
- Char-based RNN/GRU textgeneration.ipynb
- Spanish-to-English translation with Attention-based seq2seq.ipynb
- Portuguese-to-English translation with Self-attention transformer.ipynb
- Material porosity prediction using its reflectancespectrum.ipynb
- Using QLoRA (Quantization and LoRA) to finetunellama.ipynb LLM model
- House price range classification using a multiinputmodel.ipynb