Best Deep Learning Software for Startups

Vertex AI provides deep learning capabilities that allow businesses to create powerful machine learning models for complex tasks such as image recognition, natural language processing, and autonomous decision-making. These models leverage neural networks and large datasets to learn patterns and make predictions with high accuracy. With Vertex AI’s scalable infrastructure, businesses can train deep learning models on large volumes of data and deploy them for real-time inference. New customers receive $300 in free credits, giving them an opportunity to explore and experiment with deep learning models. This functionality provides businesses with the tools needed to solve sophisticated challenges and drive innovation in AI-driven applications.

Develop on your laptop and then scale the same Python code elastically across hundreds of nodes or GPUs on any cloud, with no changes. Ray translates existing Python concepts to the distributed setting, allowing any serial application to be easily parallelized with minimal code changes. Easily scale compute-heavy machine learning workloads like deep learning, model serving, and hyperparameter tuning with a strong ecosystem of distributed libraries. Scale existing workloads (for eg. Pytorch) on Ray with minimal effort by tapping into integrations. Native Ray libraries, such as Ray Tune and Ray Serve, lower the effort to scale the most compute-intensive machine learning workloads, such as hyperparameter tuning, training deep learning models, and reinforcement learning. For example, get started with distributed hyperparameter tuning in just 10 lines of code. Creating distributed apps is hard. Ray handles all aspects of distributed execution.

H2O.ai is the open source leader in AI and machine learning with a mission to democratize AI for everyone. Our industry-leading enterprise-ready platforms are used by hundreds of thousands of data scientists in over 20,000 organizations globally. We empower every company to be an AI company in financial services, insurance, healthcare, telco, retail, pharmaceutical, and marketing and delivering real value and transforming businesses today.