New tutorial! 🚀 Run an Apache Airflow DAG with Docker Compose and PostgreSQL pyimg.co/kxc7e 👍 Author: Vikram Singh #ApacheAirflow #DockerCompose #PostgreSQL #MLOps #RAG #LLMOps

Want to learn Robotics, Drones, IoT, Edge AI, and Embedded Systems for FREE? Here's a roadmap with the best free resources. 1️⃣ Electronics Fundamentals Learn: • Voltage • Current • Sensors • Actuators • Digital Logic Free Resources: • All About Circuits • GreatScott! (YouTube) • Phil's Lab (YouTube) • Ben Eater (YouTube) 2️⃣ Embedded Systems Learn: • C/C • MicroPython • FreeRTOS • UART, SPI, I2C Hardware: • ESP32 • Arduino • Raspberry Pi Pico Free Resources: • FreeCodeCamp • Random Nerd Tutorials • ESP32 Documentation • STM32 Documentation 3️⃣ IoT Learn: • MQTT • Wi-Fi • BLE • LoRaWAN Free Resources: • HiveMQ MQTT Essentials • EMQX Blog • Random Nerd Tutorials • ThingsBoard Tutorials Projects: • Smart Home • Weather Station • Asset Tracking 4️⃣ Robotics Learn: • ROS2 • Kinematics • SLAM • Motion Planning Free Resources: • ROS Documentation • Articulated Robotics • The Construct YouTube • Automatic Addison Projects: • Line Follower • Warehouse Robot • Delivery Robot 5️⃣ Drones Learn: • PX4 • ArduPilot • MAVLink • Flight Controllers Free Resources: • PX4 Documentation • ArduPilot Documentation • Drone Dojo YouTube • PX4 YouTube Channel Projects: • Autonomous Navigation • Drone Mapping • Object Tracking 6️⃣ Computer Vision Learn: • OpenCV • YOLO • Object Detection • Tracking Free Resources: • OpenCV Documentation • Ultralytics YOLO Docs • PyImageSearch Blog • Roboflow YouTube Projects: • Face Recognition • Smart Surveillance • Defect Detection 7️⃣ Edge AI Learn: • TensorFlow Lite • ONNX Runtime • NVIDIA Jetson • Google Coral Free Resources: • TensorFlow Documentation • NVIDIA Deep Learning Institute • Edge Impulse • Qualcomm AI Hub Projects: • Smart Camera • AI Drone • Edge Analytics 8️⃣ System Design Learn: • Redis • Kafka • MQTT • Event-Driven Architecture Free Resources: • Confluent Kafka Courses • Redis University • ByteByteGo YouTube • System Design Primer (GitHub) 🚀 Final Projects • Voice-Controlled Robot • AI Security Camera • Autonomous Drone • Smart Agriculture System • Industrial Monitoring Platform • Edge AI Warehouse Robot The fastest way to learn isn't watching courses. It's building projects that combine Embedded Systems IoT Computer Vision Edge AI Robotics.

I’m told it’s a “U-Net-based semantic segmentation model. The training setup followed the PyImageSearch segmentation pattern: labeled semantic masks, augmentation only on the training set, and IoU/Dice scores for evaluation. I the training set up has changed however still U-Net” Might as well be Latin to me.

New tutorial! 🚀 TF-IDF vs. Embeddings: From Keywords to Semantic Search 👉 pyimg.co/msp43 Author: Vikram Singh #Embeddings #SemanticSearch #VectorDB #RAG #NLP #MachineLearning #PyImageSearch

New tutorial! 🚀 Advanced SAM 3: Multi-Modal Prompting and Interactive Segmentation 👉 pyimg.co/5c4ag 👍 Author: Piyush Thakur #SAM3 #ComputerVision #ImageSegmentation #AI #DeepLearning #PyImageSearch

New tutorial! 🚀 Building Your First Streamlit App: Uploads, Charts, and Filters (Part 2) 📂 CSV uploads 📊 Interactive charts 🎛️ Filters exports — all in @streamlit 👉 pyimg.co/pk8i0 Author: Vikram Singh #Streamlit #Python #DataScience #Analytics #PyImageSearch

Check pyimagesearch, he posted this tutorial free of charge about 12 weeks ago on his blog: pyimagesearch.com/blog/page/…

Computer Vision ⬇️⬇️ PyImageSearch: youtube.com/c/PyImageSearch First Principles of Computer Vision: youtube.com/playlist?list=PL… Roboflow: youtube.com/c/Roboflow OpenCV: youtube.com/c/OpenCV YOLO: This is a model, not a specific channel. You will find tutorials on many of the other channels listed.

New tutorial! 🚀 From CNN RNN ➝ BLIP 🧩 @salesforce BLIP on @huggingface = vision language fused ⚙️ Practical, scalable, deployment-ready pyimg.co/an023 👍 Author: Vikram Singh #BLIP #ImageCaptioning #VLM #AI #HuggingFace #PyImageSearch

Check out @PyImageSearch too ❤️‍🔥 pyimagesearch.com

PyImageSearch University provides access to all its content for a yearly subscription of around $200, which is a reasonable price for the extensive amount of content offered. You can join PyImageSearch University here: pyimagesearch.mykajabi.com/a…

PyImageSearch is one of my favorite websites for learning how to use computer vision in #Python I've learned a lot from their free content as well as from their books and courses. You should check them out if computer vision in Python interests you.

New tutorial! 🎬✨ Generating Video Highlights Using the SmolVLM2 Model 🎞️ Turn long videos into punchy highlight reels—automatically! pyimg.co/u6a02 Author: @cosmo3769 #VideoAI #SmolVLM2 #Gradio #VisionLanguageModel #HuggingFace #AItools #MultimodalAI #PyImageSearch

New tutorial! 🎬🚀 Video Understanding and Grounding with Qwen 2.5 🎥 Unlock the temporal magic in your videos pyimg.co/uhtbd 👍 Author: Puneet Mangla #VideoUnderstanding #MultimodalAI #ComputerVision #Qwen-2.5 #HuggingFace #Transformers #PyImageSearch

New tutorial! 🚀 Object Detection and Visual Grounding with Qwen 2.5 pyimg.co/xd4hj 👍 Author: Puneet Mangla #ObjectDetection #VisualGrounding #Qwen2.5 #VisionLanguageModels #ZeroShotLearning #PyImageSearch

New tutorial! 🚀 AI for Healthcare: Fine-Tuning Google’s PaliGemma 2 for Brain Tumor Detection pyimg.co/mu8xt 👍 Author: Piyush Thakur #AIforHealthcare #BrainTumorDetection #PaliGemma2 #HuggingFace #Transformers #MedicalAI #VisionLanguageModels #QLoRA #PyImageSearch

We’re thrilled to share this inspiring message from a user who transformed their computer vision projects with PyImageSearch! 💻✨ Explore our products here: [buff.ly/40xsJSs](buff.ly/40xsJSs)

at least time aku buat computer vision tu banyak gak sources pyimagesearch yg membantu (define bounding box la, prep data, define networks etc). super helpful pre-AI assistant times another one is machine learning mastery, ppl can even ask questions kat comment n dijawab

bikin sakit hati je. igt lg i think i followed him for a bit. terus unfollow might as well buy pyimagesearch punya courses even if da xbuat computer vision

In this tutorial, you will learn how to use the EasyOCR package to easily perform Optical Character Recognition and text detection with Python. (by @PyImageSearch) pyimagesearch.com/2020/09/14…