Day 97/100: 97% achieved! 🦀🚀

Only 3 days remaining in #100DaysOfCode!
✅ Duke: Module 3 Done (Using ONNX)
✅ 100% Grade on Rust BERT assignment
✅ LC 767 & LC 1882 in TS & Rust

ONNX Runtime or Candle for production?
maher-aladdin.me

#Rust #duke_mlops_python

Duke LLMOps: Module 3 Finished! 🦀⚡

• PyTorch & Hugging Face export to ONNX graphs
• Graph optimisation: fusion & pruning
• Pre-trained models from ONNX Model Hub
• 100% Grade on Rust-BERT graded lab!
• ONNX Runtime inference in safe Rust

#Rust #ONNX #duke_mlops_python

Day 96/100: 96% conquered! 🦀🚀

Only 4 days remaining in #100DaysOfCode!
✅ Duke: Module 3 tch-rs PyTorch & CUDA
✅ Pretrained Vision & TorchScript JIT
✅ LC 632 & LC 502 (Dual Hard 🔴)

Candle vs tch-rs LibTorch for production?
maher-aladdin.me

#Rust #duke_mlops_python

Duke LLMOps: tch-rs PyTorch in Rust! 🦀🔥

• LibTorch C++ bridge for bare-metal speed
• Multidimensional CPU & CUDA tensor ops
• Pretrained ResNet & BERT inference
• TorchScript JIT models without Python
• Zero-copy GPU memory via Rust RAII

#Rust #PyTorch #duke_mlops_python

Day 95/100: 95% achieved! 🦀🚀

Only 5 days left in #100DaysOfCode!
✅ Duke: Module 3 Rust-BERT & ONNX
✅ Sentiment CLI & Spanish Translation Lab
✅ LC 295 & LC 480 (Dual Hard 🔴)

Candle or Rust-BERT for production NLP?
maher-aladdin.me

#Rust #duke_mlops_python

Day 94/100: 94% achieved! 🦀🚀

6 days remain in #100DaysOfCode!
✅ Duke: Module 2 Complete (100% Grade!)
✅ Candle on AWS G5 & StarCoder Chat Loop
✅ LC 621 & LC 703 in TS & Rust

Containers or bare-metal for LLM binaries?
maher-aladdin.me

#Rust #duke_mlops_python

Day 93/100: 93% achieved! 🦀🚀

Only 7 days left in #100DaysOfCode!
✅ Duke: Rust for LLMs & cuDNN
✅ Candle CLI & Chat Inference Lab
✅ LC 973 & LC 347 (Medium 🟡) in TS & Rust

CPU or GPU Tensor Cores for inference?
maher-aladdin.me

#Rust #duke_mlops_python

Duke LLMOps: Rust for LLMs & cuDNN! 🦀⚡

• Zero cold-start serverless inference
• High-throughput CLI token streaming
• Conversational multi-turn chat loops
• Candle open-source LLM lab
• NVIDIA cuDNN mixed-precision Tensor Cores

#Rust #CUDA #duke_mlops_python

Day 92/100: 92% conquered 🦀🎯

Only 8 days left in #100DaysOfCode!
✅ Duke: Module 2 Candle & CUDA GPUs
✅ Ran StarCoder & Whisper in Rust
✅ LC 215 & LC 1268 (Medium 🟡)

Have you used Candle or Burn for Rust ML?
Portfolio: maher-aladdin.me

#Rust #duke_mlops_python

Day 91/100: 91% conquered 🦀🎯

9 days left in #100DaysOfCode!
✅ Duke: Module 1 Done (100% Grade)
✅ GitHub Actions CI/CD & Codespaces
✅ LC 648 (Medium) & LC 212 (Hard)

How do you optimise CI/CD for Rust?
Portfolio: maher-aladdin.me

#Rust #duke_mlops_python

Day 82 of #100DaysOfCode: 82% Conquered! 🚀

Finished Module 3 Topic 2 (Advanced Rust & Python Mixing) in @DukeU's specialisation! Embedded CPython into a compiled Rust binary with Clap.

Plus, solved 2 LeetCode BST problems in TS & Rust!

#duke_mlops_python #RustLang

Day 80 of #100DaysOfCode: 80% Conquered! 🚀

Graduated from Module 2 (Advanced CLI Tool Dev) in @DukeU's Python & Rust Linux specialisation with a 100% quiz score! 💯

Mastered observability & error strategies. Plus 2 LeetCode Tree BFS view problems!

#duke_mlops_python #RustLang