That's a wrap. Every day, I share and simplify complex concepts around Python, Machine Learning & Language Models. Follow me → @Sumanth_077 if you haven't already to ensure you don't miss that. Like/RT the first tweet to support my work and help this reach more people
@sumanth_077
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GPT-4 Multimodal Capabilities and Code Implementation Guide
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GPT-4 is Powerful as it is now multimodal and is capable of understanding both text and image inputs Here is how you can access GPT-4 model with just a few lines of code and use it:
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Praise for Topic Modeling Thread and Blog Post
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That's a well-articulated thread on Topic Modeling. BTW the blog is also excellent. Great work
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K-Means vs K-Means++: Centroid Initialization Differences
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The drawback of k means is how it initializes the centroid compared to the initialization of K means++
The difference is Perfectly explained in this thread Akshay. Great work -

Jupyter Notebooks to Production: Machine Learning Deployment Course
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Jupyter Notebooks to Production! Building machine learning models is a challenge but taking them to production is even harder and an important skill to master. Here is a great course from Santiago that helps you learn exactly that. Check this out: http://
svpino.gumroad.com/l/mlp -
Recommended websites for getting started with machine learning
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There are many good websites like madewithml to get started.
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Model Deployment and MLOps: Essential Skills for Real Value
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Unless you have deployed the model it doesn't add any value. That's the reality and MLOps is great a skill to learn.
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Recommendation of Designing ML Systems book
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Great list of books Akshay. Designing ML Systems is really awesome and one of my favorites
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OpenAI GPT-4 Research Blog Reference
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Adding the blog from Open AI here for reference. Check this out: https://
openai.com/research/gpt-4 -
Companies Integrate GPT-4 into Products for Enhanced User Experience
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The companies are already testing GPT-4 in their products. – Stripe for better user experience
– Khan Academy trying out Khanmigo, an AI-powered assistant for students as well as teachers.
– Duolingo launching AI Tutor powered by GPT-4