Jul 16RAG and OpenAI’s Function-Calling for Question-Answering with LangchainStreamlining Q&A Process with RAG and OpenAI’s Latest function-calling method — This is a two-part article that discusses on topics like using RAG for question-answering systems and using OpenAI’s latest function-calling method. Retrieval Augmented Generation for Question-answering If you’re tired of manually searching through documents or databases to find the information you need and want a more efficient way to extract data from external sources, you…OpenAI7 min readOpenAI7 min read
May 18Elevate Your Machine Learning Workflow: How to Use MLflow for Experiment Tracking and Model ManagementStay on top of your machine learning workflow with MLflow’s powerful experiment tracking and model management tools Introduction — mlflow Machine learning is an ever-evolving field, where new algorithms, models, and frameworks emerge frequently. This makes it essential to track and reproduce experiments to validate and improve the accuracy of the models. MLflow…Machine Learning9 min readMachine Learning9 min read
Mar 27Real-time Object Detection with YOLO and Webcam: Enhancing Your Computer Vision SkillsLearn How to Build Your Own Object Detection System with YOLO and Webcam Integration for Real-time Monitoring and Analysis. — Object detection has become an increasingly popular field in computer vision, with YOLO (You Only Look Once) being one of the most widely used algorithms. In this blog post, we will explore how to use YOLO and a webcam to get started with a real-time object detection system.Yolo5 min readYolo5 min read
Feb 21Mastering Sorting Algorithms with Python: A Comprehensive Guide for Data Scientists and DevelopersExploring the Most Popular Sorting Algorithms and Their Performance Characteristics for Efficient Data Manipulation — Bubble Sort Bubble sort is a simple sorting algorithm that repeatedly steps through the list, compares adjacent elements and swaps them if they are in the wrong order. The algorithm gets its name from the way smaller elements “bubble” to the top of the list. Here is the implementation of bubble sort…Algorithms4 min readAlgorithms4 min read
Jan 30Debugging Made Easy: Using Logging to Monitor and Troubleshoot Your Python CodeBest Practices for Implementing Logging in Your Python Projects and Writing Cleaner, More Maintainable Code — When building and maintaining software applications, debugging is an inevitable part of the development process. Even the most experienced developers can make mistakes or encounter unexpected issues during runtime. …Python3 min readPython3 min read
Jan 29Understanding the Machine Learning Project Life cycleA blog covering all the important elements of an ML project lifecycle. — Machine Learning Project Life cycle Machine Learning (ML) projects follow a specific life cycle, similar to the DevOps cycle, that guides the development and deployment of ML models. The ML project life cycle consists of several stages that ensure a consistent and efficient way to take your ML projects into production.Machine Learning7 min readMachine Learning7 min read
Jan 11Containerizing a Hugging Face Model with FastAPI and Docker for Efficient DeploymentEfficiently Package and Deploy your Hugging Face Model with FastAPI and Docker for Scalable Production — Hey everyone! 👋 Today we will see how we can serve a Hugging Face model and containerize it using Docker.Docker3 min readDocker3 min read
Jan 7Recognize dates from an image using Sliding Window Algorithm & Python OCR.In this article, we’ll see how to recognize dates of different formats from any image of a document using Python. — Hey there 👋, Today let’s solve a text processing problem that asks us to find any “date” present in a string. We are using “easyocr”, a python OCR library to find the text from the images. Let’s move on with the code. Extracting text from images | Setting up easyocr We start by creating a data-extraction.py module.Python4 min readPython4 min read
Dec 3, 2022Design & Build a real-time Machine Learning systemWe will design and build a real-time sentiment analysis and hate detection system using Apache Kafka, Elasticsearch and Docker. This is a project that I made in the “Turn Language into Action, Natural Language Hackathon by Expert.ai”. I have always been interested in real-time systems and have always wondered how…Machine Learning4 min readMachine Learning4 min read
Aug 20, 2022Streaming tweets using Twitter V2 API | TweepyGet live tweets using Twitter V2 API and store them in a database. — With v2 Twitter API, things have changed when it comes to streaming tweets. Today we’re going to see how to use StreamingClient to stream tweets and store them into an SQLite3 database. About Twitter V2 API For streaming tweets, you are most likely to apply for an “Elevated” account.Data4 min readData4 min read
