Today Unsupervised Sentence Transformers, Tomorrow Skynet - How TSDAE Works
Explore unsupervised fine-tuning for sentence transformers using TSDAE. Learn to train models without labeled data, ideal for domains and languages with limited resources.
Intro to Sentence Embeddings with Transformers
Learn to create and apply sentence embeddings using transformers for semantic similarity tasks, exploring models like BERT and GPT for advanced natural language processing applications.
Intro to Dense Vectors for NLP and Vision
Explore dense vector representations in NLP and computer vision, from word2vec to modern transformer models, with practical Python implementations and applications.
Build NLP Pipelines with HuggingFace Datasets
Explore HuggingFace Datasets for NLP: Learn to access, load, select, and modify datasets, build efficient pre-processing pipelines, and leverage powerful functions for NLP tasks.
How to Build a Bert WordPiece Tokenizer in Python and HuggingFace
Learn to build a custom BERT WordPiece tokenizer in Python using HuggingFace, essential for creating transformer models for specific languages or domains. Includes step-by-step walkthrough and code implementation.
Product Quantization for Vector Similarity Search - Python
Learn to compress high-dimensional vectors using product quantization, reducing memory usage by 97% and improving search speeds by 92x. Includes Python implementation and visualization techniques.
Techniques to Work with Imbalanced Data for Machine Learning in Python
Learn 7 effective techniques to handle imbalanced datasets in machine learning, including sampling methods, algorithm selection, and synthetic data generation.
Pytorch Image Captioning Tutorial
Learn to build an image captioning system from scratch using PyTorch, covering CNN and RNN implementation, training setup, and evaluation on the Flickr8k dataset.
Complete Pytorch Tensor Tutorial - Initializing Tensors, Math, Indexing, Reshaping
Comprehensive tutorial on PyTorch tensors covering initialization, math operations, indexing, and reshaping. Essential foundation for deep learning with practical examples and useful operations.
Pytorch DCGAN Tutorial
Implement a DCGAN in PyTorch to generate new MNIST digits. Learn GAN fundamentals, architecture, and training techniques through hands-on coding and visualization.
How to Build a Raspberry Pi Pan Tilt Tracking - OpenCV AI Kit Tutorial - 2021
Build a Raspberry Pi pan-tilt tracking camera using OpenCV AI Kit. Learn hardware setup, coding, and dataset creation with Roboflow for real-time object detection and camera movement at 30 FPS.
How to Install Detectron2 for Computer Vision with OpenCV Python - Part 2
Step-by-step guide to installing Detectron2 for computer vision projects using OpenCV and Python, covering essential requirements, software setup, and testing procedures.
ChatGPT with Arduino and ESP32 - C++ and MicroPython Coding
Explore AI-assisted coding for Arduino and ESP32 using ChatGPT. Learn to create projects like temperature meters, WiFi scanners, and web servers in C++ and MicroPython.
Arduino Robot Car with Speed Sensors - Using Arduino Interrupts
Build a 2WD robot car with speed sensors using Arduino interrupts. Learn to assemble the chassis, integrate optical sensors, and program for speed and distance measurement. Ideal for beginners and advanced hobbyists.
Using the HC-SR04 Ultrasonic Distance Sensor with Arduino - Everything You Need to Know
Comprehensive guide on using HC-SR04 ultrasonic sensors with Arduino, covering basic setup, code libraries, accuracy improvements, 3-wire mode, and multiple sensor configurations.
The Arduino Family - Uno - Mega - Nano - Pro Mini - ATtiny85
Explore various Arduino boards: Uno, Mega, Nano, Pro Mini, and ATtiny85. Learn their unique features, applications, and how they fit into the Arduino ecosystem for your electronics projects.
Controlling DC Motors With the L298N H Bridge and Arduino
Learn to control DC motors using L298N H-Bridge and Arduino, from basic concepts to building a simple robot car. Includes hands-on demos with potentiometers and joystick control.
Raspberry Pi Cameras - The Big Picture
Comprehensive guide to Raspberry Pi cameras: selection, installation, usage, and comparison. Covers command-line and Python programming, GUI options, repairs, and performance tests across various models.
Testing Raspberry Pi Cases with Stressberry and iPerf
Evaluate Raspberry Pi 4 cases using Stressberry and iPerf to assess thermal and network performance, comparing six different enclosures for optimal heat dissipation and connectivity.
74HC595 & 74HC165 Shift Registers with Arduino
Expand Arduino I/O capabilities using shift registers. Learn to control multiple LEDs, drive 7-segment displays, and create custom light sequences with practical demonstrations.
Raspberry Pi GPIO - Getting Started with Gpiozero
Explore Raspberry Pi GPIO and gpiozero library to interface with LEDs, switches, and a camera. Hands-on demos cover setup, coding, and practical applications for beginners.