Archive 🔖
2 min readJul 18, 2023
Welcome to my nomadic thoughts — Just like the dynamic nature of gradient descent, I find myself hopping back and forth between various domains of AI. Consider this a quirky index or a content blog where I keep track of all the articles I’ve covered so far in different AI areas. However, unlike traditional gradient descent, I’m embracing this exploration, aiming not to converge to a global minimum, keeping my learning rate high and perpetually growing this compilation! 📚🚀🤗
1. 🤖 Machine Learning | Deep Learning 🧠
- The fundamentals of Simple Linear Regression
- Mastering Regression Models: A Comprehensive Guide to Predictive Analysis
- Demystifying Performance Metrics: Illuminating Machine Learning Model Evaluation in Classification and Regression Analysis
- Deep Learning Essentials 🧠
- Solving Regression Problems with TensorFlow: A Deep Learning Journey
2. Natural Language Processing 🦜
- RegEx — The only Ex you need to Remember!
- 🎬 TMDB 🤝 Streamlit 🔥: Build Your Own Movie Recommendation System 🚀
- Word Embeddings — Text Representation for Neural Networks
- 🦜️ LangChain + Streamlit🔥+ Llama 🦙: Bringing Conversational AI to Your Local Machine 🤯
3. Computer Vision 👁️
- Computer Vision 🤖 Fundamentals with OpenCV 📒
- Level Up 🚀 Your Computer Vision 👀 Game: Harnessing the Potential of Image Augmentation
- Understanding Convolutional Neural Networks 🧠: A Beginner’s Journey into the Architecture 🚀
- Transforming Pixels into Descriptive Labels: Mastering Multiclass Image Classification with TensorFlow
- Building a Custom Object Detection Model with TensorFlow
4. MLOps 🐳☸️🚀
- From Experiments 🧪 to Deployment 🚀: MLflow 101 | Part 01
- From Experiments 🧪 to Deployment 🚀: MLflow 101 | Part 02
- Docker Essentials: A Beginner’s Blueprint 🐳
- Docker Essentials: Transforming Python Apps into Portable Containers
- Docker Essentials: Streamlining Multi-Service Application Orchestra
- From Code to Cloud: Building CI/CD Pipelines for Containerized Apps
- Kubernetes 101: Grasping the Fundamentals ☸️
- Kubernetes Deployment 101: Transitioning from Docker Compose 🐳 to Kubernetes Manifests ☸️
- Kubernetes Essentials: Your Go-To Commands for Daily Infra Ops🛠️☸️
5. Everything Else 👨💻⚙️
- Unleash the Power of Your GPU 🔥 for Computational Acceleration 🚀
- FastAPI Fundamentals — Getting Faster with FastAPI
- Exploring the Depths of Matplotlib: Visualizing 🔍 the Unseen Patterns in Data 📊
- Build Your Own YouTube Downloader 🚀 using Streamlit🔥
- Streamlit🔥and SQLite 💾: The Ultimate Duo for Application Development
- Streamlit🔥+ FastAPI⚡️- The ingredients you need for your next Data Science Recipe
- WSL, VSCode, and Conda — A Playground for Data Enthusiasts
- Azure Functions 101: Getting Started with Serverless Computing⚡
More to follow…
