Practical Reinforcement Learning
@PracticalRL
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Practical Reinforcement Learning
20 subscribers
Practical Reinforcement Learning
تا الآن کدوم مفاهیمو یاد گرفتی؟ (میتونی تو چند جمله تعریفش کنی)
Anonymous Poll
75%
Cross-entropy loss
63%
Softmax activation function
75%
Backpropagation
75%
Overfitting
63%
N-fold cross validation
38%
Early stopping
63%
Standardization
38%
One-hot encoding
50%
SGD (Stochastic gradient descent)
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Practical Reinforcement Learning
🚀 امتحان اول دوره از مبحث شبکه عصبی (Udemy - Deep Learning with TensorFlow 2.0) در لینک زیر آپلود شد:

https://moonicorn.ir/prl/quiz1/
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Practical Reinforcement Learning
https://neptune.ai/blog/reinforcement-learning-applications
OpenAI
OpenAI to acquire Neptune
OpenAI is acquiring Neptune to deepen visibility into model behavior and strengthen the tools researchers use to track experiments and monitor training.
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Practical Reinforcement Learning
امتحان دوم دوره از مبحث انواع شبکه‌های عصبی (Packtpub Deep Learning with PyTorch) در لینک زیر آپلود شد:

https://moonicorn.ir/prl/quiz2
135 views
Practical Reinforcement Learning
فردا شنبه ۱۶ اسفند ۹۹
شروع کورس اصلی دوره (coursera: Practical Reinforcement Learning) به صورت آنلاین در کورسرا

برای شروع در سایت ثبت نام کرده و در کلاس لینک زیر شرکت کنید:
https://www.coursera.org/learn/practical-rl/home/welcome
در حین شرکت در این دوره در گروه PRL Discussion بحث و گفتگو، پرسیدن سوال و کدزنی مشترک انجام خواهد شد.
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Practical Reinforcement Learning
coursera_slides_pdf.zip
129.9 MB
لکچرنوت‌های دوره کورسرا
#اسلاید #جزوه
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Practical Reinforcement Learning
RLAlgsInMDPs.pdf
1.5 MB
Algorithms for Reinforcement Learning

Csaba Szepesv´ari
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Practical Reinforcement Learning
PRL Roadmap.pdf
68.3 KB
برنامه جلسات کورس PRL
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Practical Reinforcement Learning
Forwarded from omid Gh
Copy of experience_replay.ipynb
32.7 KB
Copy of sarsa.ipynb
43.7 KB
Copy of qlearning (1).ipynb
161.9 KB
Copy of Copy of crossentropy_method.ipynb
53.8 KB
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Practical Reinforcement Learning
Forwarded from Agho Iman
https://colab.research.google.com/drive/1tblpjAF48rxEn2kG9JEtLTukCp_3NUE6?usp=sharing
Google
Copy of qlearning.ipynb
Colaboratory notebook
119 views
Practical Reinforcement Learning
Forwarded from Agho Iman
https://colab.research.google.com/drive/1BHmLuGBkts7x0KaHyiaKjSBFI0XJCmyz?usp=sharing
Google
Copy of sarsa.ipynb
Colaboratory notebook
135 views
Practical Reinforcement Learning
Forwarded from Agho Iman
https://colab.research.google.com/drive/1jcIMALPKaT9MCZVj5ELB6EwOQwNMyuWn?usp=sharing
Google
Copy of recap_ml.ipynb
Colaboratory notebook
138 views
Practical Reinforcement Learning
td_or_not_td_analyzing_the_role_of_temporal_differencing_in_deep.pdf
967.9 KB
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Practical Reinforcement Learning
https://www.tensorflow.org/agents
TensorFlow
TensorFlow Agents
A library for reinforcement learning in TensorFlow. TF-Agents makes designing, implementing and testing new RL algorithms easier.
121 views
Practical Reinforcement Learning
https://github.com/p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch
GitHub
GitHub - p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch: PyTorch implementations of deep reinforcement learning algorithms…
PyTorch implementations of deep reinforcement learning algorithms and environments - p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch
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Practical Reinforcement Learning
اگه خواستین کد پایتونتون رو زیبا بزنید (یا کدای زیبای پایتونو راحت‌تر بخونید) اینجا منبع خوبیه:

https://www.python.org/dev/peps/pep-0008/
Python Enhancement Proposals (PEPs)
PEP 8 – Style Guide for Python Code | peps.python.org
This document gives coding conventions for the Python code comprising the standard library in the main Python distribution. Please see the companion informational PEP describing style guidelines for the C code in the C implementation of Python.
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Practical Reinforcement Learning
1701.07274v1.pdf
410.9 KB
DEEP REINFORCEMENT LEARNING: AN OVERVIEW
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Practical Reinforcement Learning
Practical Reinforcement Learning
https://github.com/p-christ/Deep-Reinforcement-Learning-Algorithms-with-PyTorch
https://github.com/gordicaleksa/pytorch-learn-reinforcement-learning
GitHub
GitHub - gordicaleksa/pytorch-learn-reinforcement-learning: A collection of various RL algorithms like policy gradients, DQN and…
A collection of various RL algorithms like policy gradients, DQN and PPO. The goal of this repo will be to make it a go-to resource for learning about RL. How to visualize, debug and solve RL probl...
138 views