Data_Prof_SXR's profile picture. Data Science Training Agency

Koshur AI

@Data_Prof_SXR

Data Science Training Agency

🚀 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

Data_Prof_SXR's tweet image. 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

Data_Prof_SXR's tweet image. 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…

Data_Prof_SXR's tweet image. 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

Data_Prof_SXR's tweet image. 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…

Data_Prof_SXR's tweet image. 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-…

Data_Prof_SXR's tweet image. 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…

Data_Prof_SXR's tweet image. 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…

Is your 95% model accuracy real or luck? 🤔 Learn why cross-validation ensures reliable results and how to use it effectively in Scikit Learn: koshurai.medium.com/the-ultimate-g…

Data_Prof_SXR's tweet image. Is your 95% model accuracy real or luck? 🤔

Learn why cross-validation ensures reliable results and how to use it effectively in Scikit Learn: 

koshurai.medium.com/the-ultimate-g…

🚀 The AI world just got faster, smarter, and leaner. Meet MiniMax M2 — the 230B parameter model that uses just 10B active to outperform giants while slashing compute costs. koshurai.medium.com/mini-max-m2-re…


United States 趨勢

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