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updated for more talks
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alexsnow348 committed Dec 23, 2024
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57 changes: 55 additions & 2 deletions talks/index.md
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title: Talks
---


## 2024

* <strong><a href ="https://drive.google.com/file/d/18GRYC2YsePyo6wLdQlYBuR2bflnDSxob/view?usp=sharing" target="_blank">The Use of AI/GenAI in Financial Markets: A Research and Data Perspective</a></strong>
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* Language - <strong>Burmese</strong>
* Slides - <strong><a href ="https://drive.google.com/file/d/18GRYC2YsePyo6wLdQlYBuR2bflnDSxob/view?usp=sharing" target="_blank">Download</a></strong>


* <strong><a href ="https://youtu.be/0LtoRcXcudc" target="_blank">Streamlining AI: Knowledge Distillation for Smaller, Efficient Models</a></strong>

This talk explores the transformative potential of knowledge distillation in creating smaller, efficient AI models while preserving their performance. Delve into its role in flexible architectures, data augmentation, and resource-constrained applications like TinyML. The discussion covers key concepts, including the teacher-student framework, various distillation schemes, and objective loss functions. It also highlights practical tools like PyTorch's `torchdistill` library and examines real-world applications in NLP and object detection. Join us to uncover how knowledge distillation is shaping the future of efficient deep learning.

* Language - <strong>Burmese</strong>
* Slides - <strong><a href ="https://drive.google.com/file/d/1qoMhFWrcDK3jjOuWnv2863XeJwIs1bJ5/view?usp=drive_link" target="_blank">Download</a></strong>
* Video - <strong><a href ="https://youtu.be/0LtoRcXcudc" target="_blank">Watch</a></strong>


* <strong><a href ="https://youtu.be/r1CkNRj6IUI" target="_blank">Becoming a Life-long Learner and Reader: From AI/ML Engineer Perspective</a></strong>

The talk explores the philosophy and practical steps behind continuous personal and professional growth. Emphasizing curiosity, discipline, and a rejection of shortcuts, the talk draws inspiration from thought leaders like Richard Hamming. It introduces a structured framework for growth, focusing on micro (daily tasks), mezzo (milestones), and macro (long-term goals) planning. Practical tools and resources, such as AI engineering roadmaps and open-source models, are highlighted to help learners stay ahead in fields like AI and machine learning. The talk also encourages learning in public, engaging with high-quality research, and contributing to the community, while emphasizing the importance of balance and self-care in the journey of lifelong learning.
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* <strong><a href ="https://drive.google.com/file/d/1mLHQW-5RX5GZexJkwipNVjD4zZ-0VuKi/view?usp=sharing" target="_blank">Training ML Models Using AutoML on GCP</a></strong>

Most people heard of the terms AI/ML and dont really grasp the basic idea. By using AutoML on Google Cloud, developers can build and train models with little AI/ML knowledge. The talk is based on GCP Cloud Vertex AI services especially using AutoML. The talk introduced Machine Learning general flow/pipelines and demo with “Predicting loan risk with AutoML”.
Most people heard of the terms AI/ML and don't really grasp the basic idea. By using AutoML on Google Cloud, developers can build and train models with little AI/ML knowledge. The talk is based on GCP Cloud Vertex AI services especially using AutoML. The talk introduced Machine Learning general flow/pipelines and demo with “Predicting loan risk with AutoML”.

* Language - <strong>Burmese</strong>
* Slides - <strong><a href ="https://drive.google.com/file/d/1mLHQW-5RX5GZexJkwipNVjD4zZ-0VuKi/view?usp=sharing" target="_blank">Download</a></strong>
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* Language - <strong>Burmese</strong>
* Slides - <strong><a href ="https://drive.google.com/file/d/1dXRG6f4BaWc4n4a0XmbRJCUkuACVlQHg/view?usp=sharing" target="_blank">Download</a></strong>
* Video - <strong><a href ="https://youtu.be/RUMMgeiEkVk" target="_blank">Watch</a></strong>

## Posters
<div class="photo-viewer">

<div class="photo">
<img src="/public/img/fin-ai-talk.jpg" style="width: 100%; height: auto;">
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<img src="/public/img/kd.jpg" style="width: 100%; height: auto;">
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<img src="/public/img/sa-mat.jpg" style="width: 100%; height: auto;">
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<img src="/public/img/woman-in-stem.jpg" style="width: 100%; height: auto;">
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<div class="photo">
<img src="/public/img/life-long-learner.webp" style="width: 100%; height: auto;">
</div>

<div class="photo">
<img src="/public/img/brain.jpg" style="width: 100%; height: auto;">
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</div>

<style>
.photo-viewer {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 10px;
}

.photo img {
width: 100%;
height: auto;
display: block;
}
</style>

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