Trusted by Engineers
Trusted by Engineers
Why Use /ML
Why /ML?
Don't waste time fighting configs
We have a Docker and a UI for EVERYTHING
Serve Large Language models
Serve Large Language models
Serve Large Language models
All you have to do is make sure its available on hugging-face
All you have to do is make sure its available on hugging-face
# Serve Large Language Models def serve_llm(model_name, input_text): # Initialize the model model = load_model(model_name) # Generate response response = model.generate(input_text) # Log for observability log_inference(model_name, input_text, response) return response
# Serve Large Language Models def serve_llm(model_name, input_text): # Initialize the model model = load_model(model_name) # Generate response response = model.generate(input_text) # Log for observability log_inference(model_name, input_text, response) return response
Serve and train Multi-modal models
Train Multi-modal models
on /ML Workspaces or Your workspace
in other words, our GPUs or Yours
on /ML Workspaces or Your workspace
in other words, our GPUs or Yours
def train_multimodal(model_name, dataset, epochs=10): model = load_multimodal_model(model_name) model.train(dataset, epochs=epochs) log_training_metrics(model_name, model.metrics) model.save() return model
def train_multimodal(model_name, dataset, epochs=10): model = load_multimodal_model(model_name) model.train(dataset, epochs=epochs) log_training_metrics(model_name, model.metrics) model.save() return model
Host your Streamlit, Gradio and Dash Apps
Host your Streamlit, Gradio and Dash Apps
Share your dashboards and apps with users
Share your dashboards and apps with users
# Host Streamlit, Gradio and Dash Apps def deploy_app(app_type, app_path): if app_type == "streamlit": cmd = f"streamlit run {app_path} --server.enableCORS=false" elif app_type == "gradio": cmd = f"gradio {app_path}" elif app_type == "dash": cmd = f"python {app_path}" # Deploy with observability process = start_process(cmd) setup_monitoring(process.pid, app_type) return f"App deployed at http://your_domain:{process.port}"
# Host Streamlit, Gradio and Dash Apps def deploy_app(app_type, app_path): if app_type == "streamlit": cmd = f"streamlit run {app_path} --server.enableCORS=false" elif app_type == "gradio": cmd = f"gradio {app_path}" elif app_type == "dash": cmd = f"python {app_path}" # Deploy with observability process = start_process(cmd) setup_monitoring(process.pid, app_type) return f"App deployed at http://your_domain:{process.port}"
Cost observability
Increase cloud cost visibility and gain clear insights into cloud spending
