AI & Machine Learning Blog | Delta Metrix AI Solutions

Computer Vision 6 min read

YOLOv8 + OpenCV

CV

July 15, 2026 • S. Karthik

Building Real-Time Object Detection Systems with YOLOv8 & PyTorch

Step-by-step tutorial on training custom bounding box models, configuring TensorRT execution providers, and processing 60 FPS live video streams.

PyTorch OpenCV YOLOv8

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Python Automation 5 min read

Pandas + AsyncIO

PY

July 12, 2026 • M. Divya

Step-by-Step Guide to Python Automation for Data Engineering & Pipelines

Automate complex ETL workflows, web scraping jobs, and automated reporting scripts using Python, Polars, and modern AsyncIO task queues.

Python AsyncIO ETL

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Edge AI & IoT 7 min read

ESP32 + TFLite

IOT

July 10, 2026 • Dr. K. Raghavan

Deploying Quantized TensorLite Models on ESP32 & Microcontrollers

Learn INT8 post-training quantization techniques to shrink PyTorch and Keras models under 500KB for tiny hardware deployments.

TensorFlow Lite ESP32 C++

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IEEE Projects 10 min read

2026 IEEE Syllabus

IEEE

July 08, 2026 • Team Delta Metrix

Top 10 High-Impact Final Year IEEE AI & Machine Learning Project Ideas for 2026

A curated list of IEEE-compliant project topics featuring Multimodal RAG, Autonomous Drone Navigation, and AI Precision Agriculture.

IEEE 2026 B.E/B.Tech AI Projects

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Career Advice 9 min read

Placements & Prep

JOB

July 04, 2026 • R. Anitha

Cracking the AI Engineer Interview: Data Structures, PyTorch & System Design

Comprehensive roadmap to clearing top tech AI engineering interviews, coding rounds, vector database system design, and ML ops questions.

Interviews Placements System Design

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Generative AI 8 min read

LLaMA 3 + QLoRA

LLM

June 30, 2026 • S. Karthik

Fine-Tuning Open Source LLMs: LLaMA 3 & Mistral using PEFT and LoRA

Master parameter-efficient fine-tuning on consumer GPUs using Unsloth, HuggingFace Transformers, and QLoRA 4-bit quantization adapters.

LLM LoRA HuggingFace

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Industrial AI 7 min read

OpenCV + ResNet

IND

June 25, 2026 • Dr. K. Raghavan

Industrial Computer Vision: Defect Detection with OpenCV and CNNs

Automating manufacturing inspection pipelines with anomaly detection autoencoders and high-speed industrial cameras on factory floors.

CNN OpenCV Industry 4.0

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MLOps Engineering 6 min read

FastAPI + Docker

OPS

June 20, 2026 • M. Divya

How to Build an End-to-End MLOps Pipeline with FastAPI and Docker

Packaging machine learning inference engines into production REST microservices with health monitoring and automated CI/CD deployments.

FastAPI Docker MLOps

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Architecture 8 min read

Edge vs Cloud

SYS

June 15, 2026 • Dr. K. Raghavan

Edge Computing vs Cloud AI: Choosing the Right Architecture for Embedded Systems

In-depth comparison of latency, power budgets, security, and cost trade-offs between cloud API endpoints and edge TPU acceleration.

Edge Computing Cloud AI System Design

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Delta Metrix AI Blog & Guides

How Neural Networks and Deep Learning Drive Modern IoT Applications

Latest Articles & Technical Guides

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Building Real-Time Object Detection Systems with YOLOv8 & PyTorch

Step-by-Step Guide to Python Automation for Data Engineering & Pipelines

Deploying Quantized TensorLite Models on ESP32 & Microcontrollers

Top 10 High-Impact Final Year IEEE AI & Machine Learning Project Ideas for 2026

Cracking the AI Engineer Interview: Data Structures, PyTorch & System Design

Fine-Tuning Open Source LLMs: LLaMA 3 & Mistral using PEFT and LoRA

Industrial Computer Vision: Defect Detection with OpenCV and CNNs

How to Build an End-to-End MLOps Pipeline with FastAPI and Docker

Edge Computing vs Cloud AI: Choosing the Right Architecture for Embedded Systems

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