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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:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Alibaba MNN LLM Deployment Pipeline
Principles
- Principle:Huggingface Datasets Data Download and Preparation
- Principle:Huggingface Trl SFT Dataset Preparation
- Principle:Apache Spark Streaming Lifecycle Management
- Principle:Getgauge Taiko Gauge Test Execution
- Principle:Ray project Ray Cross Language Task Submission
- Principle:Openclaw Openclaw Documentation Site Configuration
- Principle:Vllm project Vllm LLM Engine Initialization
- Principle:Apache Dolphinscheduler Workflow DAG Definition
- Principle:ArroyoSystems Arroyo Pipeline Submission
- Principle:Volcengine Verl SFT Data Preparation
Implementations
- Implementation:Ggml org Llama cpp Memory Hybrid ISWA
- Implementation:LMCache LMCache Config Base
- Implementation:MaterializeInc Materialize Service Init
- Implementation:Open compass VLMEvalKit VisualGLM
- Implementation:ArroyoSystems Arroyo State Tables
- Implementation:Puppeteer Puppeteer Puppeteer Class
- Implementation:Ollama Ollama Convert Llama Adapter
- Implementation:FlowiseAI Flowise RateLimit
- Implementation:NVIDIA DALI C API Legacy
- Implementation:ARISE Initiative Robosuite HumanoidModel
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
Environments
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Lance format Lance Rust Toolchain
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Huggingface Datasets PyTorch Integration
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Sgl project Sglang CUDA Runtime