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Data Science & AI Code-Alongs

From data visualization to AI, code-along with experts as they solve real-world problems. Work your way through an entire project with the help of a screencast, so you never get stuck.
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Stăpânește pachetele OpenAI API și LangChain și construiește demonstrații de concept bazate pe inteligență artificială pe parcurs.

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Combină puterea bazelor de date vectoriale Pinecone cu API-ul OpenAI și construiește chatbot-uri cu memorie pe termen lung.

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Managing Machine Learning Models with MLflow

Learn to use MLflow to track and package a machine learning model, and see the process for getting models into production.
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6 martie 2024

Analyzing Google Sheets Data in Python

In this session you'll learn how to use DataLab to seamlessly access Google Sheets data and analyze the data with Python. Practice with exploratory data analysis tasks like crunching numbers and drawing visualizations for Google Analytics data.
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Pair Programming with GitHub Copilot

In this session, Nuno, DataCamp's Director of Engineering, demonstrates how to make use of GitHub Copilot. You'll see how to perform a simple data analysis in conjunction with AI, and learn how to make the most of Copilot's features.
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Getting Started with Data Pipelines for ETL

In this session, you'll learn fundamental concepts of data pipelines, like what they are and when to use them, then you'll get hands-on experience building a simple pipeline using Python.
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Building Multi-Modal Search with Weaviate

In this session, you'll learn how to use the Weaviate vector database to store these different content types, then perform search queries on them.
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Get Started Analyzing Survey Data with SQL & Python

In this introductory session, you'll explore a survey on business innovation. The focus will be on principles of analyzing survey data, and you'll write some simple SQL for calculations and simple Python for data visualizations.
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Chat with Your Documents Using GPT & LangChain

In this code-along, Andrea Valenzuela, Computing Engineer at CERN, and Josep Ferrer Sanchez, Data Scientist at the Catalan Tourist Board, will walk you through building an AI system that can query your documents & data using LangChain & the OpenAI API.
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Fine-tuning GPT3.5 with the OpenAI API

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Exploratory Data Analysis in Python for Beginners

In this code-along, you will be introduced to the basics of exploring new datasets. Using data on UK Premiership soccer results, you will use Python to calculate summary statistics and draw visualizations to generate insights.
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Retrieval Augmented Generation with LlamaIndex

In this session you'll learn how to get started with Chroma and perform Q&A on some documents using Llama 2, the RAG technique, and LlamaIndex.
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Building a Diffuser Model From Scratch with PyTorch

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