Logistic Regression clearly explained and implemented from scratch in Python (step-by-step instructions):
@sumanth_077
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Daily content sharing on Python, Data Science, and Machine Learning
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That's a wrap! If you are interested in any of these below topics: – Python – Data Science – Machine Learning – Data Analysis – LLMs – MLOps Find me → @Sumanth_077 I'm sharing daily content over here.
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Pandas AI: Data Cleaning, Feature Engineering and Visualization
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With Pandas AI you can: → Clean the Data → Impute missing values → Generate New features → Analyze and manipulate the data Not just that you can also ask it to plot the charts: Here is plotting Histogram with Pandas AI:
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PandasAI: Generative AI for Natural Language Data Analysis
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Python library that adds Generative AI capabilities to Pandas Introducing PandasAI, now you can analyze complex data frames and plot visualizations just by using natural language:
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Upload PDF Research Paper Data to Clarifai Vector Database
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Step 3: Upload the data, Here we are uploading the pdf file of a research paper. Once you upload the data, it will embed and index the data into your Clarifai app. Clarifai Apps acts as your vector database.
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Setting up RAG system with Clarifai and Llama 3 70B model
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Step 2: Next, import the RAG class and set up the RAG system by passing your Clarifai user ID and the Llama 3 70B model URL from the Clarifai community You can find it here: https://
clarifai.com/meta/Llama-3/m
odels/llama-3-70B
… Once you sign up, you can find your user ID here: https://
clarifai.com/settings -

Installing Clarifai SDK and Llama-index Setup Guide
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Step 1: Install the Clarifai Python SDK, Llama-index, and set your Clarifai Personal Access Token as an environment variable. Sign up for the platform, and you can access the PAT here: https://
clarifai.com/settings/secur
ity
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Build RAG System in 4 Lines with Clarifai SDK
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You can build a RAG system with just 4 lines of code using @clarifai Python SDK. Below is the entire code. Let's look at it step by step:
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Build LLM RAG App Chat PDF Files Llama-3 Python
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Build a LLM app with RAG to chat with PDF files using Llama-3 in just 4 lines of Python code (step-by-step instructions):
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Generative AI: Financial Times Interactive Guide
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Check this out: http://
ig.ft.com/generative-ai/