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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:Volcengine Verl GRPO Training Pipeline
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Mage ai Mage ai Building a New Source Connector
Principles
- Principle:Truera Trulens Dashboard Visualization
- Principle:Apache Flink Split Based Record Reading
- Principle:CrewAIInc CrewAI Crew Integration In Flow
- Principle:Tencent Ncnn Neural Speech Synthesis
- Principle:ARISE Initiative Robosuite Joint Position Control
- Principle:Huggingface Diffusers Instance Data Collection
- Principle:CARLA simulator Carla Car Following Model
- Principle:Huggingface Datasets Pandas Dataset Building
- Principle:Pytorch Serve Model Registration
- Principle:Cleanlab Cleanlab Identifier Column Issue Detection
Implementations
- Implementation:Microsoft Playwright Page Network Events
- Implementation:Mlc ai Mlc llm MLCEngine Generate
- Implementation:Helicone Helicone LogController LogRequests
- Implementation:FlowiseAI Flowise CredentialsView
- Implementation:Ggml org Llama cpp Conversion Pip Dependencies
- Implementation:Snorkel team Snorkel SliceAwareClassifier Score Slices
- Implementation:Mit han lab Llm awq Split and repack
- Implementation:Avhz RustQuant Interpolator Trait
- Implementation:EvolvingLMMs Lab Lmms eval TUI Server
- Implementation:Ggml org Ggml Gpt2 graph
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
Environments
- Environment:Ollama Ollama Go Runtime
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Openai Openai python Azure OpenAI
- Environment:Protectai Modelscan H5py Optional
- Environment:Ollama Ollama GPU Runtime
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Tensorflow Serving Python Client Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Vllm project Vllm AArch64 CPU
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies