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Knowledge Distillation using Teacher Assistant
Improved model compression.
Apr 25
•
Avi Chawla
2
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Knowledge Distillation using Teacher Assistant
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Transfer Learning, Fine-tuning, Multitask Learning and Federated Learning
Four must-know model training paradigms.
Mar 26
•
Avi Chawla
6
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Transfer Learning, Fine-tuning, Multitask Learning and Federated Learning
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Implementing Knowledge Distillation From Scratch
...to compress ML models.
Mar 10
•
Avi Chawla
4
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Implementing Knowledge Distillation From Scratch
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4 Ways to Test ML Models in Production
...explained visually.
Feb 3
•
Avi Chawla
8
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4 Ways to Test ML Models in Production
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Evaluation and Observability for LLM Apps
Practical deep dive with open-access.
Jan 18
•
Avi Chawla
10
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Evaluation and Observability for LLM Apps
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Simplify ML/GenAI Workflows with Simplismart
The fastest inference engine for ML/GenAI workloads.
Oct 28, 2024
•
Avi Chawla
22
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Simplify ML/GenAI Workflows with Simplismart
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Activation Pruning in Neural Network
Get rid of useless neurons.
Oct 23, 2024
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Avi Chawla
20
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Activation Pruning in Neural Network
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Contrastive Learning Using Siamese Networks
Building a face unlock system.
Sep 28, 2024
•
Avi Chawla
36
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Contrastive Learning Using Siamese Networks
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Knowledge Distillation with Teacher Assistant for Model Compression
Daily Dose of Data Science Free Book | Deep Dives
Aug 29, 2024
•
Avi Chawla
32
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Knowledge Distillation with Teacher Assistant for Model Compression
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Multivariate Covariate Shift — Part 3
Solving critical challenges of real-world model deployment.
Aug 2, 2024
•
Avi Chawla
27
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Multivariate Covariate Shift — Part 3
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Quantization: Run ML Models on Tiny Hardware
A must-know skill for ML engineers.
Jul 15, 2024
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Avi Chawla
21
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Quantization: Run ML Models on Tiny Hardware
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Introduction to Federated Learning
A step towards privacy-preserving ML.
Jun 26, 2024
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Avi Chawla
30
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Introduction to Federated Learning
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