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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:Google deepmind Dm control Composer Environment Building
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Mage ai Mage ai Building a New Source Connector
Principles
- Principle:Sdv dev SDV Multi Table Quality Evaluation
- Principle:Guardrails ai Guardrails Validator Installation
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Model Deployment
- Principle:Ggml org Ggml VirtGPU Remoting
- Principle:Mlflow Mlflow Release Automation
- Principle:Astronomer Astronomer cosmos Cloud Storage Connection Setup
- Principle:Openai Openai agents python Handoff Configuration
- Principle:DataTalksClub Data engineering zoomcamp Kafka Streams Topology
- Principle:Langchain ai Langchain Retriever Integration
Implementations
- Implementation:OpenHands OpenHands CommonRoomSync
- Implementation:Isaac sim IsaacGymEnvs FBX Backend
- Implementation:Deepspeedai DeepSpeed Evoformer Kernel Forward
- Implementation:DataExpert io Data engineer handbook Create processed events sink postgres
- Implementation:Microsoft Playwright FfNetworkManager
- Implementation:Langgenius Dify Access Control Service
- Implementation:Microsoft Playwright BiDi Protocol Core Types
- Implementation:Treeverse LakeFS Java SDK Model RepositoryList
- Implementation:Eventual Inc Daft DataFrame With Column
- Implementation:NVIDIA NeMo Curator PairwiseStage
Heuristics
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
Environments
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Helicone Helicone Wrangler CLI
- Environment:NVIDIA TransformerEngine GPU Compute Capability