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1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Iterative Dvc Data Tracking
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
Principles
- Principle:Deepspeedai DeepSpeed Pipeline Training Schedule
- Principle:ARISE Initiative Robosuite Camera Randomization
- Principle:Lm sys FastChat Environment Setup
- Principle:AUTOMATIC1111 Stable diffusion webui Text Encoding
- Principle:Isaac sim IsaacGymEnvs Hierarchical Reinforcement Learning
- Principle:Huggingface Diffusers Video Denoising
- Principle:Treeverse LakeFS Imported Data Verification
- Principle:Treeverse LakeFS Diff and Review
- Principle:Shiyu coder Kronos Prediction Visualization
- Principle:ClickHouse ClickHouse Client Package Configuration
Implementations
- Implementation:Ggml org Ggml Sycl backend api
- Implementation:Microsoft Semantic kernel InvokePromptAsync With KernelArguments
- Implementation:Tensorflow Serving load servables fast h
- Implementation:OpenGVLab InternVL MPT Flash Attn Triton
- Implementation:Tensorflow Tfjs ConvLSTM2D Test
- Implementation:Zai org CogVideo CogVideoX LoRA Trainer Load Components
- Implementation:Openai Openai python Function Shell Tool
- Implementation:Triton inference server Server L0 Model Namespacing Test
- Implementation:Wandb Weave Model
- Implementation:InternLM Lmdeploy GemmUniversalSm90V5
Heuristics
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Run llama Llama index Chunk Size Optimization
Environments
- Environment:Langgenius Dify Python Backend Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Mlflow Mlflow Docker Container Environment