Koshur AI
@Data_Prof_SXR
Data Science Training Agency
Sigmoid maps any real value to 0–1 probabilities—core of logistic regression & neural nets. Master it to master binary classification. #MachineLearning #DeepLearning
Built a Tkinter app using @nvidia NIM + @ByteDanceOSS Seed-OSS-36B. With reasoning (cot_budget 1024), LLM answered correctly—3 R’s in “strawberry” vs 2 without thinking. #AI #NIM #LLM #Python #Tkinter #ReasoningAI
Just published a quick guide on using @Supertone_ai Supertonic TTS for ultra-fast offline speech generation. Check it out! 🔗 koshurai.medium.com/supertonic-tts…
Tested @Meta SAM 3 today turned a single image into a full 3D human model instantly. Unreal accuracy and a massive leap for AI vision.
🚀 Built a sleek Tkinter desktop client for @grok 4.1 Fast using @OpenRouterAI custom UI, streaming, reasoning, all coded in Google Antigravity IDE. ⚡ #AI #Python
Is pd.to_datetime() driving you crazy? 😡 Mixed date formats (M-D-YYYY, MM/DD/YYYY) causing ValueError? There's a fix for that. Save yourself the headache. Link below! 👇 koshurai.medium.com/a-practical-gu… #Python #Pandas #DataScience #Coding #tech
Just published my deep dive into how @Kimi_Moonshot K2—a $4.6 million open-source AI model from China just shattered Silicon Valley's dominance. koshurai.medium.com/kimi-k2-just-k… #AIRevolution #KimiK2 #OpenAI #TechDisruption #FutureOfAI
Unlock the power of the T-Test in Python. Measure the real impact of numerical data on binary outcomes. Read more:koshurai.medium.com/the-unsung-her…
Turn raw numbers into insights with bucketing using pd.cut() and pd.qcut(). Discover hidden patterns and smarter segmentation. 📊 koshurai.medium.com/from-numbers-t… #DataScience #Python
🚀 Built a RAG app using @GroqInc + @doctlyai + FAISS + @huggingface Transformers — turning PDFs into interactive knowledge engines through AI-powered context retrieval. #AI #RAG #LLM #Groq #Doctly #FAISS #GenAI #MachineLearning
🚀 Just trained an AI to tell cats vs dogs no code, no setup, just magic. 🐱🐶 Try it 👉 teachablemachine.withgoogle.com #AI #MachineLearning #NoCode
Stop defaulting to Pearson. Spearman handles messy, nonlinear data better. Choose wisely for real insights. Read more 👉 koshurai.medium.com/pearson-vs-spe…
Pros don’t chase perfect models—they build a crowd of imperfect ones that vote smart. That’s Bagging: the genius of collective regression. koshurai.medium.com/the-wisdom-of-…
Built a Streamlit app using @nvidia Nemotron Nano 12B V2 VL via NIM API for multimodal AI with /think (images) and /no_think (videos).
Linear models lie due to feature scaling. Standardize your features to reveal their true importance and get honest results. koshurai.medium.com/your-linear-re…
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