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Table of Contents Predictive Maintenance Using Isolation Forest What Is Predictive Maintenance? And Why Anomaly Detection? Predictive Maintenance Predictive Maintenance as Anomaly Detection The Isolation Forest Algorithm Isolation Trees Anomaly Score Building the Forest Implementing Predictive Maintenance Using Isolation Forest…

Table of Contents Photogrammetry Explained: From Multi-View Stereo to Structure from Motion Technique #1: Multi-View Stereo Technique #2: Structure from Motion Example: COLMAP Summary and Next Steps Next Steps Citation Information Photogrammetry Explained: From Multi-View Stereo to Structure from Motion…

Table of Contents Setting Up GitHub Actions CI for FastAPI: Intro to Taskfile and Pre-Jobs Brief Overview of What We’ve Covered So Far The Importance of CI in Modern Software Development What Readers Will Learn in This Post Configuring Your…

Table of Contents Introduction to GitHub Actions for Python Projects Introduction What Is CICD? Continuous Integration (CI) Continuous Delivery (CD) Continuous Deployment (CD) Why Is CICD Important? Key Components of CI/CD The Tale of DevCity: How CI/CD Transformed the Way…

Table of Contents Deploying a Vision Transformer Deep Learning Model with FastAPI in Python What Is FastAPI? Advantages of FastAPI Positioning FastAPI Among Web Frameworks Brief Overview of Vision Transformers Patch + Position Embedding Linear Projection of Flattened Patches Transformer…

Table of Contents Credit Card Fraud Detection Using Spectral Clustering Understanding Anomaly Detection: Concepts, Types and Algorithms What Is Anomaly Detection? Applications of Anomaly Detection Types of Anomaly Detection Problems Point Anomalies Contextual Anomalies Collective Anomalies Algorithms for Anomaly Detection…

Table of Contents LLMOps with DSPy: Build RAG Systems Using Declarative Programming Introduction to DSPy: LLMOps Without Prompt Tuning Building Blocks of DSPy Language Models Signatures Modules Data Metrics Optimizers Building a RAG Framework for Biomedical Question Answering with DSPy…

Table of Contents LlamaIndex: Building a Smarter RAG-Based Chatbot Understanding Retrieval Augmented Generation Limitations of Standalone Large Language Models in Production What Is Retrieval Augmented Generation (RAG)? Different Stages of a RAG System Loading Indexing and Storing Querying Evaluating Introduction…

Table of Contents llama.cpp: The Ultimate Guide to Efficient LLM Inference and Applications The Evolution of Large Language Models The Challenge with LLMs Enters llama.cpp Understanding llama.cpp Background on Gerganov Contributions Unique Selling Point (USP) of llama.cpp Which Foundational Models…