In depth learning experience and tools

1. Experience

• What are the skills of deep learning parameter adjustment ？ - You know
• In deep learning tasks , What experience 、 skill 、 The tool chain improves the efficiency of adjusting parameters and trial and error ？
• Get involved in this , Why do you feel more like an old Chinese doctor ？
• Machine learning how to adjust parameters of various algorithms ?
• 21 A practical technique for in-depth learning of parameter adjustment
• What do you have deep learning（rnn、cnn） The experience of tuning parameters ？
• machine learning 4 An automatic optimization method for parameter adjustment , The second one is my favorite ！
• Ten years of machine learning research It's over
• How the interviewer judges the level of machine learning ？
• Is there anything that can save a lot of time Deep Learning Efficiency artifact ？

2. Tools

Visual comparison of multiple groups of parameters

• Weights & Biases
  • Weights & Biases （ Visual tools compatible with a variety of deep learning frameworks WB Introduction in Chinese ）
  • https://docs.wandb.ai/quickstart

Parameter optimization tool

• NNI： Is there anything that can save a lot of time Deep Learning Efficiency artifact ？ - Answer from Microsoft Research Asia - You know
• ray
• hpyeropt

Data and model versioning

• DVC
  • Open-source Version Control System for Machine Learning Projects
  • github Address ：https://github.com/iterative/dvc

3. Books

• Wuenda has one 《 Machine learning training script 》
  • Chinese Links ：https://github.com/deeplearning-ai/machine-learning-yearning-cn
  • English links ：https://www.deeplearning.ai/programs/