Sarwagya Shah

ML Engineer | Junior CS Student | Python & C++ Enthusiast | DSA in Progress | Shipping Projects

[Sarwagya Shah @sarwagyasonline]

Machine Anomaly Detector via Spectrograms

• Dark Stitch-style FastAPI monitoring UI
• Real-time WAV uploads & severity scores
• Keras Conv2D Autoencoder + PyTorch ArcFace
• Modular MLOps pipeline & MLflow tracking

Code:https://t.co/fjrDOs0fOv

#AI #Python #MLOps #techlife

[Sarwagya Shah @sarwagyasonline]

Completed these GenAI topics today:
• Character Text Splitter
• HTML Header Text Splitter
• OpenAI Embeddings
• Ollama Embeddings
• FAISS Vector Store
Learned how chunking, embeddings, and vector stores form the foundation of RAG applications and semantic search.#RAG #OpenAI

[Sarwagya Shah @sarwagyasonline]

Today I explored the Data Ingestion stage in LangChain and learned how different document loaders work:
✅ TextLoader – load text files
✅ PyPDFLoader – extract content from PDFs
✅ WebBaseLoader – scrape and load website content
#LangChain #GenerativeAI #RAG #MachineLearning

[Sarwagya Shah @sarwagyasonline]

Machine Anomaly Detector via Spectrograms

• Dark Stitch-style FastAPI monitoring UI
• Real-time WAV uploads & severity scores
• Keras Conv2D Autoencoder + PyTorch ArcFace
• Modular MLOps pipeline & MLflow tracking

Code:https://t.co/fjrDOs0fOv

#AI #Python #MLOps #techlife

[spidey @lochan_twt]

When AI was still a research niche, Yann LeCun was building CNNs for real world text recognition in 1989

[Sarwagya Shah @sarwagyasonline]

Day 2 Progress

✅ Completed data ingestion file
✅ Completed data transformation file
📘 Learned variants of ReLU activation functions
📘 Started weight initialization techniques
❌ No DSA today
❌ No core subjects today

[Sarwagya Shah @sarwagyasonline]

Day 1 |

✅ Set up the environment for my ML project (really hectic 😮‍💨)
✅ Built a few ML pipelines
✅ Implemented Dropout layer in ANN
✅ Learned various activation functions
✅ LeetCode: solved Fruit Into Baskets (LC #904) 🍎🍌
❌ Did not revise any core subjects today

[Sarwagya Shah @sarwagyasonline]

Day 4 update in points:

✅ Solved 3 LeetCode questions

📊 Performed EDA on dataset

⚙️ Did some feature engineering

🔍 Explored dataset for upcoming project

[Sarwagya Shah @sarwagyasonline]

Day 3 ✅

Learned Cross Validation & types

Training vs Validation set, Hyperparameter tuning

Started small project (cleaned dataset)

3 LeetCode Easy (Arrays)
🎯 Aim for month: Excel in Arrays

#100DaysOfCode #MachineLearning #LeetCode #DataScience #CodingJourney

[Sarwagya Shah @sarwagyasonline]

Day 2/100 #100DaysOfCode
📖 Light study today
🧩 Intuition behind Lasso Regression
🔗 Intuition behind Elastic Net Regression
🚫 No DSA today

#MachineLearning #DataScience #AI #CodingChallenge

[Sarwagya Shah @sarwagyasonline]

(Sun, Sept 15) : Day 01
progress update:

Completed Polynomial Regression implementation w/ Pipelines

Revised a few LeetCode Binary Tree Qs 🌳

Tried 1 new Heap Q: Last Stone Bridge 🪨

#100DaysOfCode #MachineLearning #LeetCode #DataScience

[Sarwagya Shah @sarwagyasonline]

Earned my 100 days badge on #LeetCode 🎉 A small milestone in the journey 🚀 Next stop → 200 days 👀🔥 #consistency

[Sarwagya Shah @sarwagyasonline]

"Finally hit 💯 problems on LeetCode. Took a hell amount of time, but every single one taught me something. Slow progress > no progress. 🚀 #LeetCode #DSA"

[Sarwagya Shah @sarwagyasonline]

Day 6 of Coding 🧠💻
• Solved 2 new LeetCode Qs
  → LC 257: Binary Tree Paths
  → Count Hills and Valleys (Daily Q)
• Revised several old problems
• No ML progress today 😅
#100DaysOfCode #LeetCode #CodingJourney #DevLog #Python

[Sarwagya Shah @sarwagyasonline]

Day 5 of coding: ✔️ Completed learning Log-Normal & Uniform distributions
Struggling with recursion & trees, but solved 1 medium-level problem!
Log-normal = special case of normal dist. when variables multiply.Onwards & upwards! #100DaysOfCode #DataScience #CodingJourney

[Sarwagya Shah @sarwagyasonline]

@takeUforward_ Will revise recursion and then would move on Trees

[Sarwagya Shah @sarwagyasonline]

Headed back to college for junior year! Had an amazing time at home—made memories, studied, and honestly one of the most productive summers yet. Got a lot going on so won’t be posting for a few days, but I’ll be back soon ✌️📚✨

[Sarwagya Shah @sarwagyasonline]

@manoj76807 Yesss Sir

[Sarwagya Shah @sarwagyasonline]

#100DaysOfCode – Day 13 (day:10,11,12)

Life happened. Went on a trip and couldn’t continue for 3 straight days. Felt a bit guilty about breaking the streak, but I’m back now.

No more beating myself up — I’m here to keep going.
Progress paused ≠ progress lost. 🔁
#DevLife

[Sarwagya Shah @sarwagyasonline]

Day 9 Highlights 🌱

• Built dynamic webpages using Jinja2
• Practiced variable rules & dynamic URLs in Flask
• Tree questions still confusing 😵
• Solved 2 easy DSA problems ✅
• Some bugs, but making small progress every day

#100DaysOfCode #Python #Flask #LeetCode