Deep Learning

Introduccion
Introduccion

Overview of the class, reminders from Machine Learning,…

Mar 30, 2024

Regularization
Regularization

Penalization, Dropout, Data augmentation

Mar 24, 2024

Computer Vision Architectures
Computer Vision Architectures

ImageNet, Revolution of depth, Classical classifiers architectures

Mar 21, 2024

Transfer Learning
Transfer Learning

Motivation, Principle, Types of TL, Weights unfreezing, Pre-training datasets, SoTA

Mar 20, 2024

Object Detection
Object Detection

Principle, IoU and mAP, Classical Object Detection, Segmentation and Mask-RCNN, SoTA

Mar 19, 2024

Generative LLMs
Generative LLMs

In-Context-Learning, Tokenization, Instructions and Alignments, Reasonings, Training and Evaluating in Practice, LLMs as Agents

Mar 11, 2024

Large Multimodal Models
Large Multimodal Models

Multimodality, Fusion, Original tasks, datasets and models, CLIP and text2image Diffusion, Fusion of Large Pre-trained Models, LMM Assistants and Open-source recent datasets

Mar 10, 2024

Deep Learning
Deep Learning

Deep Learning class CC66204

Feb 24, 2024