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AI Launchpad

Weights & Biases

Weights & Biases (W&B) provides robust MLOps tools for tracking, optimization, data versioning, and model management. Deployed on OKE, it simplifies team collaboration and ensures reproducibility.

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MLFlow

OCI enables scalable ML solutions with services like Data Science, compute options, and OKE for Kubernetes. MLflow simplifies MLOps by streamlining experiment tracking, model management, and efficient deployment workflows.

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NVIDIA Triton

LLMs collaborate by routing user queries to specialized models for precise responses. NVIDIA Triton and TensorRT optimize Llama 3.2 on OCI, ensuring scalable and efficient deployment for diverse applications.

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ARGO Workflow

Automating medical imaging ML pipelines with OCI and Argo Workflows streamlines data preprocessing, model training, and deployment. It ensures efficient workflow orchestration and scalability.

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NVIDIA HPC Containers for Molecular Dynamics

Deploying NVIDIA HPC Containers on Oracle Cloud Infrastructure (OCI) to accelerate molecular dynamics applications, such as NAMD, GROMACS, and RELION, for high-performance simulations.

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RAG for Telco: NVIDIA NIM Agents Blueprint

Multimodal PDF data extraction NIM Agent Blueprint combines NVIDIA NeMo Retriever & NVIDIA NIM microservices, giving ready-deploy code for production-class RAG.

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NIM Agent Blueprints

Nvidia NIM Agent Blueprint OCI automation stack for Generative Virtual Screening in Drug Discovery using: AlphaFold2 for folding, MolMIM for molecular generation, and DiffDock for protein-ligand docking.

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NVIDIA Morpheus-based Fraud Detection

NVIDIA Morpheus on OCI GPU enables fraud detection with RAPIDS, real-time telemetry, and BlueField DPU. It offers Jupyter labs for GPU-accelerated analysis using XGBoost, SMOTE, and RAPIDS.

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NVIDIA Holoscan: sensor AI/HPC workloads

NVIDIA Holoscan for sensor processing AI/HPC workloads with OCI GPUs enhances real-time AI processing in healthcare, improving performance and data management.

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NVIDIA TensorRT: deep learning inferencing

Automating NVIDIA TensorRT for high performance deep learning inferencing with OCI GPUs in order to speed up AI/ML deployment, optimizing performance and reducing latency.

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Cloud Native Job Scheduler and Controller for Clusters

Kueue, a Cloud Native job scheduler and controller for clusters automation, with OCI NVIDIA GPUs optimizes Kubernetes AI/ML scheduling, improving resource management

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AlphaFold:
protein structure prediction

Automation of AlphaFold protein structure prediction model from Google's Deep Mind on OCI’s Kubernetes Engine (OKE), using NVIDIA's BioNeMo Alphafold2 NIM container.

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OpenCost

OpenCost on OCI delivers real-time cost monitoring, tracking, and optimization for Kubernetes workloads.

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DiffDock

Automation ORM stack for DiffDock model on OCI OKE, using NVIDIA's BioNeMo DiffDock NIM container.

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MolMIM

Automation ORM stack of MolMIM model on OCI OKE cluster, using NVIDIA's BioNeMo MolMIM NIM container.

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Ray clusters on OCI

Ray clusters on OCI provide scalable distributed computing across multiple nodes and NVIDIA GPUs.

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Workflow Orchestration with AirFlow

ORM stack for an event-driven architecture built on top of Apache Airflow, qemu-img, OCI Functions, Object Storage, Events.

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Kubernetes Toolset for AI/ML workloads

Oracle Resource Manager(ORM) automation of Kubeflow on Oracle Kubernetes Engine (OKE), using an Edge node.

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RAG chatbot

ORM automation for deploying deploying vLLM for LLM inferecing in OKE, using vLLM and Qdrant vector DB.

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cuOPT

Oracle Resource Manager(ORM) automation of NVIDIA cuOpt deployment on NVIDIA GPUs instance, running on Podman.

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DCGM, Prometheus, Grafana

App Monitoring and Analytics with DCGM, Prometheus and Grafana using ORM stacks and Ansible roles.

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IoT Orchestration with ThingsBoard

ORM automation of ThingsBoard installation on OCI, using PostgreSQL database and Kafka queuing service.

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Mistral LLM
(open source)

ORM automation stack for NVIDIA GPUs shape on OCI Compute, download Mistral AI LLM model and query the local vLLM model.

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Elyza LLM
(in Japanese)

ORM automation stack for A10.2 shape on OCI Compute, download Elyza LLM model and query the local vLLM model.

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Agent Workflow

Sophisticated approach to task automation, utilizing multiple AI models and task specific agents (NVIDIA NIMs comprising of LLMs, SLMs and specialized models like cuOpt, DiffDock, etc) for specific industries.

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Credit Risk Assessment

Ready-to-deploy solution using GPUs to accelerate SHAP AI models for risk management, assessment, and credit scoring in traditional banks and fintech platforms, including P2P lending and crowdfunding

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Fraud Detection

This advanced NVIDIA solution can significantly help financial institutions detect and prevent various fraudulent activities, including identity theft, account takeover, money laundering, and complex transaction fraud schemes.

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Transaction Monitoring

NVIDIA's GraphSAGE Graph Neural Network (GNN) model with NVFlare federated learning and PyG powers efficient model training for classification and monitoring of transactions with non-shared training data.

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NVIDIA NIM
on OKE

Deploy NVIDIA Inferencing Microservices (NIM) models on OKE, with automated setup for fine-tuning, secure workflows, and customizable deployments.

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vLLM from Hugging Face on OKE

Easily deploy vLLM models from Hugging Face on OCI OKE with automated setup for fine-tuning, secure workflows, and customizable vLLM deployments.

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Llama 3.1 on NVIDIA GPU (open source)

Llama 3.1 405B model on Oracle Cloud Infrastructure’s (OCI) high-performance GPU shapes using Oracle Resource Manager(ORM) stack.

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AutonomousDB 23AI
for RAG

RAG chatbot on OCI with Vector 23AI Autonomous DB (ADB), integrating Cohere LLM for efficient retrieval-augmented tasks and responses.

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OpenCost

OpenCost on OCI delivers real-time cost monitoring, tracking, and optimization for Kubernetes workloads.

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DiffDock

Automation ORM stack for DiffDock model on OCI OKE, using NVIDIA's BioNeMo DiffDock NIM container.

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MolMIM

Automation ORM stack of MolMIM model on OCI OKE cluster, using NVIDIA's BioNeMo MolMIM NIM container.

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Ray clusters on OCI