PyImageSearch

Leading deep learning educator. Tutorials and courses on #DeepLearning, #ComputerVision, #LLMs, #GenAI, #OpenCV, #Keras, #TensorFlow, #PyTorch, and many more.

[PyImageSearch @PyImageSearch]

@cosmo3769 📦 Order question? Call the tool.
🧠 @GoogleDeepMind Gemma 4 + QLoRA + Bitext.
🛠 Train on synthetic tool calls and publish to @huggingface.

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Fine-Tuning Gemma 4 with QLoRA for Tool-Aware Support Agents

https://t.co/j9zCFFKiOz 👍
Author: @cosmo3769

#Gemma4 #QLoRA #AIAgents

[PyImageSearch @PyImageSearch]

@cosmo3769 🎧 Give Gemma 4 a customer support specialty.
🧠 Fine-tune @GoogleDeepMind Gemma 4 model using QLoRA and @huggingface tools.
🛠️ Train under 1% of the model and save a lightweight adapter.

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Fine-Tuning Gemma 4 with QLoRA for Customer Support

https://t.co/qLHoRF61aK 👍
Author: @cosmo3769

#Gemma4 #QLoRA #LLM

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

DVC Pipelines for MLOps: Build a Reproducible ML Pipeline

🔁 Build a reproducible Iris ML pipeline.
🧰 @DVCorg tracks every stage.
⚡ dvc repro reruns only what changed.

https://t.co/Po18mQPYjt 👍
Author: Vikram Singh
#MLOps #DVC

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

DVC for MLOps: Versioning Your Data and Models the Right Way

📦 Version data and checkpoints without bloating Git
🛠 Pair DVC with @github and @PyTorch Lightning
🔄 Build reproducible ML pipelines

https://t.co/4LSOozsXZY 👍
Author: Vikram Singh

#MLOps #DVC

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Train YOLO26 on a Custom Dataset with YOLOE-26 Auto-Labeling

🏷️ Auto-label and clean a custom dataset.
🤖 Use YOLOE-26 from @ultralytics.
📹 Fine-tune YOLO26 and test it live.

https://t.co/BBxDkWki2Q 👍
Author: Vikram Singh

#YOLO26 #YOLOE #AI

[PyImageSearch @PyImageSearch]

🎯 Detect beyond a fixed class list with open-vocabulary YOLO.
👀 Explore YOLOE-26 + YOLO26 with @ultralytics using text, visual, and prompt-free inference.
⚡ Hands-on Python examples included.

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

YOLO26 Open-Vocabulary Object Detection with YOLOE-26

https://t.co/GXizhJvV0C 👍
Author: Vikram Singh

#ComputerVision #ObjectDetection #YOLOE26 #YOLO26 #Ultralytics

[PyImageSearch @PyImageSearch]

🧠 Summarize and chat with any webpage
⚡ Stream LLM responses with @GroqInc
🛠 Build it with Manifest V3 + JavaScript

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Make a Chrome Extension to Digest Webpages with Manifest V3 and Groq API

https://t.co/pGFbwMUOO5 👍
Author: Vikram Singh

#AI #Groq #ChromeExtension #JavaScript

[PyImageSearch @PyImageSearch]

⚡ Scale Transformer training with DDP, mixed precision, & gradient accumulation
🚀 Export models to ONNX & TorchScript with @PyTorch Lightning + Hydra
😎 Production-ready MLOps with surprisingly little code

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Scaling, Optimizing, and Exporting Transformers with PyTorch Lightning

https://t.co/TmR2GuPyZ1 👍
Author: Vikram Singh

#PyTorch #PyTorchLightning #Transformers #MLOps #ONNX #DeepLearning #AI #MachineLearning

[PyImageSearch @PyImageSearch]

🧩 Stop wrestling giant training scripts.
⚡ Build modular ML pipelines with @PyTorch Lightning + Hydra + @huggingface.
🚀 Reproducible. Scalable. Production-ready.

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Training with PyTorch Lightning: Structured MLOps Development

https://t.co/e0q2D3bVlA 👍
Author: Vikram Singh

#PyTorchLightning #MLOps #PyTorch #AI #MachineLearning #DeepLearning #HuggingFace

[PyImageSearch @PyImageSearch]

@cosmo3769 🌐 Run @GoogleDeepMind Gemma 4 directly in the browser.
🤖 Powered by @huggingface Transformers.js, ONNX Runtime, and WebGPU.
⚡ Build fast, private multimodal AI apps with no backend server required.

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Running Gemma 4 in the Browser with Transformers.js and WebGPU

https://t.co/UIyB5r93T0 👍
Author: @cosmo3769

#AI #Gemma4 #TransformersJS #WebGPU #JavaScript #ONNX #MachineLearning #BrowserAI

[PyImageSearch @PyImageSearch]

@cosmo3769 ⚡ Compare 5 popular runtimes: @ollama, llama.cpp, @Apple MLX, @lmstudio, @huggingface Transformers.js
🖥️ Build local & multimodal AI apps
🔌 Launch OpenAI-compatible APIs
🌐 Even run Gemma 4 from JavaScript

[PyImageSearch @PyImageSearch]

New tutorial! 🚀

Run Gemma 4 locally with Ollama, llama.cpp, MLX, LM Studio, and Transformers.js! 🤖

https://t.co/dVKZrCgRty 👍
Author: @cosmo3769

#Gemma4 #LocalAI #Ollama #LlamaCpp #MLX #TransformersJS #HuggingFace

[PyImageSearch @PyImageSearch]

@cosmo3769 🤖 Learn how to build multimodal AI apps with @GoogleDeepMind's Gemma 4 and @huggingface Transformers using one unified inference pipeline.

[PyImageSearch @PyImageSearch]

🚀 New tutorial!

Building Multimodal AI Applications with Gemma 4 and Transformers
👀 Images ✅ Video ✅ Audio ✅ Object Detection ✅ Function Calling ✅ Screenshot-to-Code ✅

https://t.co/Asib3lfKfx 👍
Author: @cosmo3769
#Gemma4 #MultimodalAI #AI #Transformers #HuggingFace