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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:CARLA simulator Carla Sensor Data Collection
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Triton inference server Server Custom Container Build
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
Principles
- Principle:Hpcaitech ColossalAI DPO Training
- Principle:PeterL1n BackgroundMattingV2 Pretrained weight transfer
- Principle:Mistralai Client python Tool Result Submission
- Principle:Online ml River Pipeline Composition
- Principle:FMInference FlexLLMGen Runtime Configuration Constants
- Principle:SeldonIO Seldon core Component Model Deployment
- Principle:Apache Spark K8s Prerequisites Verification
- Principle:Eric mitchell Direct preference optimization Dataset Registration
- Principle:Pyro ppl Pyro Observation Conditioning
- Principle:Zai org CogVideo Lookup Free Quantization
Implementations
- Implementation:Ggml org Llama cpp Conversion Pip Dependencies
- Implementation:Hpcaitech ColossalAI PPOTrainer
- Implementation:Huggingface Datatrove BaseStats
- Implementation:Mlc ai Mlc llm Error Protocol
- Implementation:Intel Ipex llm AutoModelForCausalLM From Pretrained PP
- Implementation:ArroyoSystems Arroyo Rabbitmq Connector
- Implementation:Pyro ppl Pyro Distribution Base
- Implementation:TobikoData Sqlmesh Model PlanAction
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Hints
- Implementation:Microsoft DeepSpeedExamples Offload States Demo
Heuristics
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
Environments
- Environment:Huggingface Diffusers Attention Backends
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Apache Flink Python PyFlink Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Microsoft LoRA NLG Eval External Tools