Program Schedule
Detailed Program Schedule
The school will start on Dec 27, Friday with a hiking day on January 1st, 2025.
Lecture: 8:30 AM - 1:00 PM
Lab: 2:00 PM - 3:30 PM
The Themes and topics for ANAIS 2024 are below.
#ANAIS2024 | THEME & TOPICS
GEOMETRIC DEEP LEARNING
INTRODUCTION:
A historical tour of the field, ML in Higher Dimensions, Geometric Priors
PRELIMINARIES:
Sets, Graphs, Grids, Groups and Homogeneous Spaces, Geometric Graphs and GNNs
ADVANCED TOPICS:
Manifolds and Gauges, Spectral Methods, Physics-Inspired Methods
FOUNDATIONAL MODELS:
INTRODUCTION:
Network Architectures, Data Engineering, Language and Vision Models
GENERATIVE AI:
Introduction, Model Pre-training, Diffusion Methods
LARGE LANGUAGE MODEL:
Generative Pre-trained Transformers, Understanding GPT with mini-GPT, Fine-tuning Large Foundational Models
APPLICATIONS AND MODERN PRACTICES:
COMPUTER VISION:
Images, videos, 3D Understanding, Generative Modeling Vision-Language Models
LOW-RESOURCE AND TRUSTWORTHY AI:
Model Quantization, Knowledge Distillation, Fairness and Bias
OTHER APPLICATIONS:
Healthcare, Agriculture, Banking
HackaDev
HackaDev consists of 3 Phases.
Ideathon In this phase, ideas are called from interested participants.
Hackathon The groups of participants formed during the Hackathon will work on specific ideas selected through the Ideathon. The groups will also receive mentorship from industry and technological experts.
Development The selected ideas from the Hackathon will work with AI and industry experts along with the required support for developing the proof-of-concept for the idea.
Program and video links
The program from the 2018 ANAIS Winter Edition is available here.
The program from the 2019 ANAIS Winter Edition is available here.
The program from the 2021 ANAIS Winter Edition is available here.
The program from the 2023 ANAIS Spring Edition is available here.
The video recordings from the 2021 ANAIS Winter Edition are available here.
The video recordings from the 2018 ANAIS Winter Edition are available here.