The Nerd Who Crosses

Tactics, trends & tiny meltdowns

[Efo_FiLeY @stephenyayra8]

Football season is back. Here are some of the sites to livestream matches for free;

▪︎Cricfy Tv
▪︎Sportzfy
▪︎Youcine
▪︎Score808
▪︎Playfly
▪︎Starball Tv
▪︎Epic sports
▪︎Vipbox
▪︎Footybite
▪︎Fctv33
▪︎Camel1live
▪︎Fawanews
▪︎Rbtv
▪︎Yasen Tv

[ढूंढाड़ का छोरा 🕺 @Rajboy7983]

पत्नी, पति को काम से भेज दिया बाहर,
मना रही थी आशिक़ के साथ रंगरेलिया।।
😮😳😱

[Gayathri @urs_gayathrii]

Hope it's me and my son in another universe 🤤🥵

[Tarun Sharma 🩷 @TarunSharm56418]

इन्हे तो मेने कही देखा है 😍

[DemonX @OurLifeWithX]

Zayn Marie Khan 🥵🥵🔥

[V R ♠️ @jhileyyy]

Bro chose kiara over nayanthara

[Actress Peak @ActressHomee]

Sharvari Kiss

[Maaddyy @iaamaadi]

He didn’t do justice to that kiss

[Ankit Gupta @Ankittt410]

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[Tobk0SK @Tobk0S]

@fiago7 And brought "rudiger" 😭😭😭

[Just Chocolate™ @LovelyFantasyyy]

Tammannah peaked here 🤌 🛐
https://t.co/l82oTytydH

[The Nerd Who Crosses @NerdOnTheWing]

@miasandavi Why not maignan as free agent ?

[Allen Braden @allen_explains]

This 2-hour Stanford lecture breaks down how models like ChatGPT and Claude are actually built, clearer than what many people in top AI roles ever get exposed to.

Save this and set aside two hours today. It might end up being the most valuable thing you learn all week.

[BayernForum.com @BayernForumCom]

If Leonard Prescott plays for Bayern tomorrow (9pm CET, vs Atalanta), he would set THREE records:

💥 Youngest goalkeeper in Champions League history (by 1 year and 111 years over the existing record by Maarten Vandevoordt)

💥 Youngest goalkeeper to ever play for Bayern Munich's first team

💥 Youngest player to play for Bayern Munich in the Champions League (current record held by Wanner).

[Akshay Shinde @ConsciousRide]

AI / ML Development Project Ideas

- Simple Linear Regression House Price Predictor
- MNIST Handwritten Digit Classifier
- Sentiment Analysis on Movie Reviews or Tweets
- Spam Ham Email or Message Classifier
- Image Classifier Cats vs Dogs or Flowers
- Customer Churn Prediction Telco or Bank dataset
- Movie Product Recommendation System Collaborative Filtering
- Time Series Forecasting Stock price Weather Sales
- Face Detection plus Landmark Detection pipeline
- Text Summarization Extractive or Abstractive with transformers
- RAG-based QandA over your own PDFs or documents
- Fine-tune small LLM on custom domain data LoRA QLoRA
- Multimodal model playground CLIP-style image text search
- End-to-end MLOps pipeline training versioning monitoring API
- Real-time Object Detection API YOLOv8 v10 plus FastAPI
- Fraud Anomaly Detection Service Isolation Forest Autoencoder transactions
- Personalized News Content Feed Recommendation Engine
- Voice Cloning or Text-to-Speech fine-tuning demo
- AI Agent that uses tools LangChain LlamaIndex style mini-agent
- Production-grade LLM Inference API vLLM TGI batching caching rate-limiting

[Akshay Shinde @ConsciousRide]

The only AI/ML concepts you need to know (practical 2026)

• LLM basics ⇒ Tokens, Context window, Temperature / Top-p
• Prompt engineering ⇒ Chain-of-thought, Few-shot, Role prompting
• RAG ⇒ Embeddings, Vector DBs (Pinecone / PGVector), Retrieval + generation
• Fine-tuning ⇒ LoRA / QLoRA, PEFT methods
• Agents ⇒ Tools, ReAct loop, Memory, Workflows vs Chains
• Evaluation ⇒ BLEU/ROUGE vs LLM-as-judge, Human eval basics
• Inference optimization ⇒ Quantization (4-bit/8-bit), vLLM / TensorRT-LLM
• Hallucination fixes ⇒ Grounding, Self-consistency, Retrieval checks
• Deployment ⇒ API endpoints, Auto-scaling, Monitoring (drift, latency)
• SLM vs LLM ⇒ Phi-3 / Gemma / Llama-3.1 small models trade-offs
• Multimodal ⇒ Vision + text (CLIP, LLaVA basics)

Focus here ⇒ 'go from demo to production fast'