Data_Prof_SXR's profile picture. Data Science Training Agency

Koshur AI

@Data_Prof_SXR

Data Science Training Agency

Stop guessing. Use the Phi Coefficient to find what actually drives revenue. Code inside. koshurai.medium.com/forget-correla…

Data_Prof_SXR's tweet image. Stop guessing. Use the Phi Coefficient to find what actually drives revenue. Code inside. 

koshurai.medium.com/forget-correla…

🚀 Hidden insights often lie in simple 0/1 columns. Discover how to compare binary categorical variables like a pro 👇 🔗 koshurai.medium.com/how-to-compare… #DataScience #MachineLearning #Statistics #KoshurAI #Analytics #Python

Data_Prof_SXR's tweet image. 🚀 Hidden insights often lie in simple 0/1 columns.

Discover how to compare binary categorical variables like a pro 👇

🔗 koshurai.medium.com/how-to-compare…

#DataScience #MachineLearning #Statistics #KoshurAI #Analytics #Python

🕒 Introducing ClockBench where humans still crush AI at a task as simple as telling the time. 🌐 Explore more here 👉 clockbench.ai @PMinervini @aryopg @rohit_saxena #ClockBench #AIResearch #VisualReasoning #MultimodalAI #Benchmarking

Data_Prof_SXR's tweet image. 🕒 Introducing ClockBench where humans still crush AI at a task as simple as telling the time.

🌐 Explore more here 👉 clockbench.ai

@PMinervini   
@aryopg   
@rohit_saxena 

#ClockBench #AIResearch #VisualReasoning #MultimodalAI #Benchmarking
Data_Prof_SXR's tweet image. 🕒 Introducing ClockBench where humans still crush AI at a task as simple as telling the time.

🌐 Explore more here 👉 clockbench.ai

@PMinervini   
@aryopg   
@rohit_saxena 

#ClockBench #AIResearch #VisualReasoning #MultimodalAI #Benchmarking
Data_Prof_SXR's tweet image. 🕒 Introducing ClockBench where humans still crush AI at a task as simple as telling the time.

🌐 Explore more here 👉 clockbench.ai

@PMinervini   
@aryopg   
@rohit_saxena 

#ClockBench #AIResearch #VisualReasoning #MultimodalAI #Benchmarking

🚀 Built a @streamlit app with Sonoma Dusk Alpha (2M context) on @OpenRouter — upload images, ask anything, get AI insights. #AI #OpenRouter


🚀 Search isn’t smart without rerankers. They’re the hidden engine behind modern AI @MongoDB @ContextualAI @OpenAI @cohere @Alibaba_Qwen Read the deep dive 👇 koshurai.medium.com/decoding-reran… #VoyageAI #ContextualAI #OpenAI #Cohere #Qwen #AI #RAG #InformationRetrieval

Data_Prof_SXR's tweet image. 🚀 Search isn’t smart without rerankers. They’re the hidden engine behind modern AI

@MongoDB 

@ContextualAI  

@OpenAI 

@cohere 

@Alibaba_Qwen 

Read the deep dive 👇

koshurai.medium.com/decoding-reran…

#VoyageAI #ContextualAI #OpenAI #Cohere #Qwen #AI #RAG #InformationRetrieval

🚨 @Apple FastVLM-7B is here: 3× faster, more accurate & edge-ready. Full breakdown 👉 lnkd.in/gCtxFTgV #AI #FastVLM #EdgeAI

Data_Prof_SXR's tweet image. 🚨 @Apple  FastVLM-7B is here: 3× faster, more accurate & edge-ready.

Full breakdown 👉 lnkd.in/gCtxFTgV

#AI #FastVLM #EdgeAI

🚀 Thrilled to unveil my latest project: @deepseek_ai v3.1 AI Chatbot powered by @nvidia NIM! Check it out here: lnkd.in/gfp8jVUh

Data_Prof_SXR's tweet image. 🚀 Thrilled to unveil my latest project: @deepseek_ai  v3.1 AI Chatbot powered by @nvidia  NIM!

Check it out here:
lnkd.in/gfp8jVUh

The Silent Threat No One’s Talking About in AI 🚨 👉 Read the full article here: koshurai.medium.com/hackers-can-no… #AI #CyberSecurity #MachineLearning #PromptInjection #ArtificialIntelligence

Data_Prof_SXR's tweet image. The Silent Threat No One’s Talking About in AI 🚨

👉 Read the full article here: koshurai.medium.com/hackers-can-no…

#AI #CyberSecurity #MachineLearning #PromptInjection #ArtificialIntelligence

✍️ I replaced myself with ChatGPT as my personal data scientist for 30 days. Sounds crazy, right? 📖 Read here: lnkd.in/gyfBAXkQ

Data_Prof_SXR's tweet image. ✍️ I replaced myself with ChatGPT as my personal data scientist for 30 days.

Sounds crazy, right?

📖 Read here: lnkd.in/gyfBAXkQ

Built VoiceBot 🎙️: a @streamlit app combining @AssemblyAI + @hyperbolic_labs API for seamless voice-to-text-to-AI responses. Bridging speech tech with LLMs! 🚀 #VoiceAI #LLM


WTF is a Vector DB? 🤯 The hidden powerhouse fueling AI — from ChatGPT to Netflix. Read more 👉koshurai.medium.com/vector-databas… #AI #VectorDatabases

Data_Prof_SXR's tweet image. WTF is a Vector DB? 🤯

The hidden powerhouse fueling AI — from ChatGPT to Netflix.

Read more 👉koshurai.medium.com/vector-databas…

#AI #VectorDatabases

🚀 Ever wondered how Netflix, Google Translate, or Spotify work? The secret is Embeddings—AI’s hidden superpower. Read my blog: koshurai.medium.com/unlocking-the-… #AI #NLP #DataScience

Data_Prof_SXR's tweet image. 🚀 Ever wondered how Netflix, Google Translate, or Spotify work? 

The secret is Embeddings—AI’s hidden superpower. 

Read my blog: 
koshurai.medium.com/unlocking-the-…

#AI #NLP #DataScience

🚀 @Google LangExtract turns messy text into structured data—transparent, scalable, and visual. No regex. No hallucinations. Just clarity. 🔗 koshurai.medium.com/unlocking-unst…

Data_Prof_SXR's tweet image. 🚀 @Google LangExtract turns messy text into structured data—transparent, scalable, and visual.
No regex. No hallucinations. Just clarity.

🔗 koshurai.medium.com/unlocking-unst…

🔥 ByteDance drops Seed-OSS-36B-Instruct: 36B params, 512K context, dynamic reasoning, Apache-2.0. Biggest open-source AI of 2025. Full breakdown 👉 lnkd.in/gxeWj8DR #AI #OpenSource #LLMs

Data_Prof_SXR's tweet image. 🔥 ByteDance drops Seed-OSS-36B-Instruct: 36B params, 512K context, dynamic reasoning, Apache-2.0. Biggest open-source AI of 2025. Full breakdown 👉 lnkd.in/gxeWj8DR

#AI #OpenSource #LLMs

🚀 My AI avatar Alice explains CLIP — how AI connects vision + language to truly understand concepts. 🎥


🚀 @LiquidAI_ LFM2-VL-1.6B sets new benchmarks: super-fast, edge-ready vision-language AI for real-world applications. Efficient. Scalable. Open. Explore now 👉 huggingface.co/LiquidAI/LFM2-…

Data_Prof_SXR's tweet image. 🚀 @LiquidAI_   LFM2-VL-1.6B sets new benchmarks: super-fast, edge-ready vision-language AI for real-world applications. Efficient. Scalable. 

Open. Explore now 👉 huggingface.co/LiquidAI/LFM2-…

🚀 @elevenlabsio v3 Alpha hits the API! Multi-speaker dialogues, 70+ languages & inline emotion tags like [whispering] or [laughing]. Game-changer for AI voice. #AI #VoiceAI

Data_Prof_SXR's tweet image. 🚀 @elevenlabsio  v3 Alpha hits the API! Multi-speaker dialogues, 70+ languages & inline emotion tags like [whispering] or [laughing]. 

Game-changer for AI voice. 

#AI #VoiceAI

🚀 DeepSeek-V3.1-Base is here — and it’s a game-changer Are we witnessing the democratization of super-scale AI? 🌍 #DeepSeek #DeepSeekV3 #DeepSeekV31 #AI #ArtificialIntelligence #OpenSourceAI #MachineLearning #LLM #GenerativeAI #AIRevolution #FutureOfAI

Data_Prof_SXR's tweet image. 🚀 DeepSeek-V3.1-Base is here — and it’s a game-changer

Are we witnessing the democratization of super-scale AI? 🌍

#DeepSeek #DeepSeekV3 #DeepSeekV31 #AI #ArtificialIntelligence #OpenSourceAI #MachineLearning #LLM #GenerativeAI #AIRevolution #FutureOfAI

🔥 Voice Tech Just Leveled Up! @elevenlabsio What if your Python script could speak like a human? 👉 Full tutorial here: koshurai.medium.com️-how-to-use-elevenlabs-text-to-speech-tts-api-in-python-step-by-step-guide-0ff37a99c69f #AI #Python #ElevenLabs #TTS #VoiceAI

Data_Prof_SXR's tweet image. 🔥 Voice Tech Just Leveled Up!
@elevenlabsio 
What if your Python script could speak like a human? 

👉 Full tutorial here: koshurai.medium.com️-how-to-use-elevenlabs-text-to-speech-tts-api-in-python-step-by-step-guide-0ff37a99c69f

#AI #Python #ElevenLabs #TTS #VoiceAI

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