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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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|---|---|---|
| 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:Protectai Llm guard API Server Deployment
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
Principles
- Principle:Apache Paimon Type System
- Principle:Unslothai Unsloth Reward Function Design
- Principle:Scikit learn contrib Imbalanced learn Dataset Imbalancing
- Principle:Eric mitchell Direct preference optimization SFT Checkpoint Loading
- Principle:Kubeflow Pipelines XGBoost Model Training
- Principle:Mistralai Client python GCP Chat And FIM
- Principle:ARISE Initiative Robosuite Joint Position Control
- Principle:Googleapis Python genai Generation Configuration
- Principle:OpenRLHF OpenRLHF Iterative DPO
- Principle:Sktime Pytorch forecasting xLSTM Architecture
Implementations
- Implementation:OpenHands OpenHands OrgService Validate Name Uniqueness
- Implementation:MarketSquare Robotframework browser Print Version
- Implementation:Datahub project Datahub Chart Entity
- Implementation:Online ml River Anomaly Score One
- Implementation:Facebookresearch Habitat lab ActionEmbedding
- Implementation:Open compass VLMEvalKit SArena LPIPS
- Implementation:Hpcaitech ColossalAI RewardModel
- Implementation:NVIDIA DALI PluginManager
- Implementation:Ggml org Ggml Metal backend
- Implementation:Apache Spark WriteAheadLog
Heuristics
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
Environments
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Apache Paimon Python Core Runtime
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Sgl project Sglang Triton
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment