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examples/Programming_Cookbook_with_Instill_AI.ipynb

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+{"cells":[{"cell_type":"markdown","metadata":{},"source":["# Programming Cookbook with Instill AI\n","This cookbook serves as a guide for programming with Instill AI, providing examples, tips, and best practices."]},{"cell_type":"markdown","metadata":{},"source":["## Table of Contents\n","1. [Introduction to Instill AI](#introduction-to-instill-ai)\n","2. [Installation](#installation)\n","3. [Basic Usage](#basic-usage)\n","4. [Advanced Features](#advanced-features)\n","5. [Common Issues and Solutions](#common-issues-and-solutions)\n","6. [Conclusion](#conclusion)"]},{"cell_type":"markdown","metadata":{},"source":["## Introduction to Instill AI\n","Instill AI is a powerful tool designed for developing AI applications. It simplifies the process of integrating machine learning models into applications."]},{"cell_type":"markdown","metadata":{},"source":["### Prerequisites:\n","\n","- Python: Ensure you have Python 3.6 or later installed.\n","- Jupyter Notebook: Install Jupyter Notebook using pip\n","- Instill AI API Key: Obtain an API key from Instill AI."]},{"cell_type":"markdown","metadata":{},"source":["## Installation\n","\n","To install Instill AI, run the following command:\n","```\n","pip install instill-ai\n","```\n"]},{"cell_type":"markdown","metadata":{},"source":["## Basic Usage\n","Here’s a simple example of how to use Instill AI:\n","```python\n","import instill\n","model = instill.load_model('your_model_path')\n","predictions = model.predict(data)\n","```"]},{"cell_type":"markdown","metadata":{},"source":["### Create a New Jupyter Notebook:\n","- Open your terminal or Anaconda Prompt.\n","- Navigate to your desired directory.\n","- Run the following command:\n","```bash\n","jupyter notebook\n","```\n","This will open a new tab in your default web browser."]},{"cell_type":"markdown","metadata":{},"source":["## Use Cases for Instill AI\n","- **Data Orchestration**: Instill AI offers a full-stack AI infrastructure tool, Instill Core, for data, model, and pipeline orchestration. This enables streamlined management of every aspect of building AI-first applications.\n","- **Data Lineage**: With built-in data lineage support, you can track data origins, transformations, and flows, ensuring transparency and maintaining data integrity.\n","- **Simple APIs**: Instill Catalog provides simple APIs for retrieving relevant results grounded in your data, ideal for developers building intelligent search and Q&A services, such as AI assistants, without requiring deep technical expertise in LLM or RAG.\n","- **Flexibility with State-of-the-Art Models**: Instill AI allows you to flexibly use state-of-the-art models across different vendors or run open-source AI models, automatically scaling up and down to ensure reliable compute resources without manual maintenance.\n","- **Automated ETL Processes**: Instill AI enables automated ETL (Extract, Transform, Load) processes to manage and orchestrate the entire data pipeline in a single interface, powering your applications and business efficiently.\n","- **Building High-Impact Teams**: Instill’s Culture Operating System™ uses predictive analytics to build optimal-performing teams that foster cohesion and innovation, helping organizations unlock their full potential.\n","- **Unlocking Unstructured Data**: Instill AI empowers organizations to tap the value of unstructured data through its open-source community and tools, making it easier to extract insights and build knowledge bases."]},{"cell_type":"markdown","metadata":{},"source":["## Advanced Features\n","Instill AI offers several advanced features, including:\n","- **Model Training:** Train your own models with custom datasets.\n","- **Deployment:** Easily deploy models to the cloud or on-premise.\n","- **Monitoring:** Monitor model performance and adjust parameters as needed."]},{"cell_type":"markdown","metadata":{},"source":["## Common Issues and Solutions\n","- **Issue:** Model not loading.\n","  **Solution:** Check the model path and ensure it is correct.\n","- **Issue:** Prediction errors.\n","  **Solution:** Validate input data and ensure it matches model requirements."]},{"cell_type":"markdown","metadata":{},"source":["## Conclusion\n","Instill AI provides a robust platform for developing AI applications. This cookbook is a starting point to help you navigate its features."]},{"cell_type":"markdown","metadata":{},"source":["---"]},{"cell_type":"markdown","metadata":{},"source":["### Resources\n","- [Instill AI Docs](https://www.instill.tech/docs/welcome)\n","- [Pinecone Docs - Integrations](https://docs.pinecone.io/integrations/instill)\n","- [GH Community](https://github.com/instill-ai/community)\n","- [KrakenD Case Study](https://www.krakend.io/case-study/instill/)\n","- [Unlocking the Future - blog post](https://medium.com/numbers-protocol/unlocking-the-future-a-dive-into-the-ai-blockchain-synergy-with-numbers-protocol-and-instill-ai-ba3e756e89cd)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.8.5"}},"nbformat":4,"nbformat_minor":4}