This repo contains the materials of all workshops conducted by MLDA Academics team in Academic Year 2021 - 2022
You can navigate the folders in this repo to access materials from individual workshops. A summary table is produced below for your convenience
| Index | Workshop title | Instructor | Materials link | Recording |
|---|---|---|---|---|
| S1_01 | Introduction to Python for Data Science | Pratyusha | link | Not available |
| S1_02 | Introduction to Machine Learning and Data Science | Anusha and Neville | link | Not available |
| S1_03 | Introduction to Deep Learning for Computer Vision | Cheng Hui and Huy | link | Not available |
| S1_04 | Object Detection and Image Segmentation with Detectron2 | Kyaw | link | YouTube |
| S1_05 | Introduction to Deep Learning for Natural Language Processing | Junyi and Ray | link | Not available |
| S1_06 | BERT Architecture and Application | Ching Fhen and Tao Chen | link | YouTube |
| S1_07 | ROS Workshop 1: Introduction | Andrian Huang | link | YouTube |
| S1_08 | ROS Workshop 2: Application | Kent | YouTube | |
| S1_09 | ROS Workshop 3: Object detection with YOLO | Nelson | YouTube |
Materials from Deep Learning Week 2021 workshops are also hosted here. See table below for more information.
| Index | Workshop title | Instructor | Materials link | Recording |
|---|---|---|---|---|
| DLW_01 | Edge ML: From Cloud to Your Fingertips | Philip and Yong Hao | link | YouTube |
| DLW_02 | Introduction to MatLab: A new Solution to Deep Learning | Shulin and Stanley | link | YouTube |
| DLW_03 | Tensorflow for Mobile/IoT devices | Ray and Junyi | link | YouTube |
| Index | Workshop title | Instructor | Materials link | Recording |
|---|---|---|---|---|
| S2_01 | Introduction to Adversarial Attack on Machine learning model | Huiwen | link | YouTube |
| S2_02 | I GAN't believe it's fake data | Dewi and Van | link | Not available |
| S2_03 | Spiking Neural Networks - A path towards brain-inspired computing | Cong Sheng and Ho Chi | link | YouTube |
| S2_04 | Introduction to Reinforcement Learning | Hoang and Dolph | link | Not available |
| S2_05 | Novel visualisation methods for data analytics and machine learning | Hui Xiang and Ho Chi | link | Not available |