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Day 5: Local AI Runtimes — Deploying Ollama and vLLM for Bare-Metal Execution
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
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Nov 12
Day 5: Local AI Runtimes — Deploying Ollama and vLLM for Bare-Metal Execution
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ollama
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vllm
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aiintermediateseries
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3 min read
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Day 6: Containerizing AI Microservices — Building and Packaging APIs with FastAPI
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
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Nov 12
Day 6: Containerizing AI Microservices — Building and Packaging APIs with FastAPI
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fastapi
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aiintermediateseries
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4 min read
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Day 4: Optimizing Model Weights — Quantization Basics (GGUF, AWQ) for Efficient Inference
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
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Nov 10
Day 4: Optimizing Model Weights — Quantization Basics (GGUF, AWQ) for Efficient Inference
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ai
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quantization
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aiintermediateseries
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4 min read
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Day 3: Hardware Acceleration in Docker — GPU Passthrough and Limits for Constrained Hardware
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
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Nov 9
Day 3: Hardware Acceleration in Docker — GPU Passthrough and Limits for Constrained Hardware
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docker
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gpu
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aiintermediateseries
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4 min read
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Day 2: Advanced Docker for AI — Multi-Stage Builds for Heavy Python Runtimes
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
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Nov 8
Day 2: Advanced Docker for AI — Multi-Stage Builds for Heavy Python Runtimes
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docker
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aiintermediateseries
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4 min read
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Day 1: The AI Infrastructure Shift — Why the Model is Only 10% of the Production System
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
Suresh Kumar Pallapothu
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Nov 7
Day 1: The AI Infrastructure Shift — Why the Model is Only 10% of the Production System
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infrastructure
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aiintermediateseries
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5 min read
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