Practical Artificial Intelligence
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http://bit.ly/mlindiapk

Here's the link to notes on chapter number 1 of 'Neural Networks and Their Applications'.

#1: Introduction to Neural Networks.
❤️

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Connectionist Temporal Classification – CTC
http://blog.class.vision/1397/10/connectionist-temporal-classificationctc/

#ctc
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#منبع #کورس

CS224n: Natural Language Processing with Deep Learning

#Stanford / Winter 2019

Public lecture videos: Once the course has completed, we plan to also make the videos publicly available on YouTube.

http://web.stanford.edu/class/cs224n/


This year, CS224n will be taught for the first time using PyTorch rather than TensorFlow

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پیاده سازی یک مساله multitask-learning با تنسورفلو

Multitask learning in TensorFlow with the Head API

بلاگ پست:
https://towardsdatascience.com/multitask-learning-in-tensorflow-with-the-head-api-68f2717019df

کد در کولب:
https://colab.research.google.com/drive/1NMB9lpi7P-GkkELkMU0h-yHtUq531D_Z
#آموزش #سورس_کد
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صدها نوع مدل یادگیری ماشین وجود دارد که از بیشتر آنها , اغلب بخاطر سادگی و دقت زیادی استفاده میشوند. حال منابعی بسیار مهم از این مدلها جهت یادگیری آنها پیشنهاد داده میشود.
1. Logistic Regression
https://lnkd.in/gJ2BwhD

2. Decision Trees
https://lnkd.in/gwadA-p

3. Random Forests
https://lnkd.in/gRYHcvt

4-5. Neural Networks (RNN and CNN)
https://lnkd.in/gZQhWyv

6. Bayesian Techniques
https://lnkd.in/gY3qVYP

7. Support Vector Machines
https://lnkd.in/gWJKRyn

8. XGBoost
https://lnkd.in/gv85yDV

9. Light GBM
https://lnkd.in/gTBUtN4

10. Catboost
https://lnkd.in/gFPzuTx

11 Greedy Boost
https://lnkd.in/ghG-giR

12. Elastic Net
https://lnkd.in/g-NMjPb

13. Vowpal Wabbit
https://lnkd.in/g2W9qbD

#منابع #آموزش #یادگیری_ماشین #الگوریتمها #پایتون #آمار #کلاس_آموزشی #آموزش_کلاسی


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منابع آموزشی برنامه نویسی پایتون برای تحلیل دیتا

1. From Excel to Pandas
https://lnkd.in/fnU5apw

2. Communication & Data Storytelling
https://lnkd.in/eqf5gUV

3. Data Manipulation with Python
https://lnkd.in/g4DFNpJ

4. Data Visualization with Python (Matplotlib/Seaborn):
https://lnkd.in/g_3fx_6

5. Advanced Pandas
https://lnkd.in/fZWGp9B

6. Tricks on Pandas by Real Python
https://lnkd.in/fXc9XSp

7. Becoming Efficient with Pandas
https://lnkd.in/f64hU-Y

8. Pandas Advances Tips
https://lnkd.in/fGyBc4c

9. Jupyter Notebook (Beginner)
https://lnkd.in/fTFinFi

10. Jupyter Notebook (Advanced)
https://lnkd.in/fFufePv

#منابع #آموزش #پایتون #python


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#webinar #datascience #machinelearning #learning
Data Leadership Wisdom & Insights Webcast: Kate Strachnyi

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#datascience #machinelearning #learning #R
https://www.rstudio.com/resources/videos/learning-r-with-rstudio-cloud/
یادگیری R با rstodio.cloud
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#datascience #machinelearning
https://www.analyticbridge.datasciencecentral.com/profiles/blogs/fraud-detection-in-retail-with-graph-analysis

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#datascience #machinelearning #learning #beginner #deeplearning
https://www.analyticsindiamag.com/the-best-resources-for-learning-deep-learning-for-beginners

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These 3D-printed bionic arms could change lives.
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Learn more at https://openbionics.com
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This revolutionary machine prints out brick roads.
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This is smart parking for 16 cars on just 2 car spaces.
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کتاب مدلسازی و شبیه سازی با پایتون و متلب MatLab(انگلیسی) 211 صفحه، انتشارات CRC، سال ۲۰۱۷
#کتاب #شبیه_سازی #مدلسازی #متلب #پایتون
#Book #Simulation #Modeling #MATLAB #Python
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کتاب مدلسازی و شبیه سازی با پایتون و متلب MatLab(انگلیسی) 211 صفحه، انتشارات CRC، سال ۲۰۱۷
#کتاب #شبیه_سازی #مدلسازی #متلب #پایتون
#Book #Simulation #Modeling #MATLAB #Python
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