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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:TobikoData Sqlmesh Github CICD automation
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Zai org CogVideo Video Captioning
- Workflow:OpenRLHF OpenRLHF Reward Model Training
Principles
- Principle:OpenGVLab InternVL Multimodal Data Preparation
- Principle:Google deepmind Mujoco Binary Model Loading
- Principle:Run llama Llama index Index Persistence
- Principle:Microsoft Semantic kernel Process Execution
- Principle:Ggml org Ggml OpenCL GPU Computation
- Principle:Huggingface Datatrove HuggingFace Dataset Reading
- Principle:Openai Whisper Model Loading
- Principle:Google deepmind Mujoco Visualization
- Principle:Apache Beam Pipeline Translation
- Principle:Datajuicer Data juicer Statistics Key Definition
Implementations
- Implementation:Langgenius Dify Doc Paths Types
- Implementation:Trailofbits Fickling UnsafeFileError
- Implementation:Infiniflow Ragflow Agent OperatorIcon Component
- Implementation:Infiniflow Ragflow DataflowChunker Component
- Implementation:Tensorflow Tfjs Losses Test
- Implementation:CARLA simulator Carla Traffic Generation Script
- Implementation:Datahub project Datahub Container Entity
- Implementation:Kubeflow Kubeflow MLMD Pipelines Dashboard
- Implementation:CARLA simulator Carla MapBuilder Interface
- Implementation:Openai Evals CompletionFnSpec Registration
Heuristics
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
Environments
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Spotify Luigi Apache Spark
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Datahub project Datahub Docker Runtime
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Elevenlabs Elevenlabs python Python Websockets