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Deep Learning: Neural Network: Resources

How To Build Multi-Layer Perceptron Neural Network Models with Keras

https://machinelearningmastery.com/build-multi-layer-perceptron-neural-network-models-keras/

The Sequential model

https://keras.io/guides/sequential_model/

Serialization and saving

https://keras.io/guides/serialization_and_saving/

Training & evaluation with the built-in methods

https://keras.io/guides/training_with_built_in_methods/

Multi-GPU and distributed training

https://keras.io/guides/distributed_training/

Multi-Layer perceptron using Tensorflow

https://towardsdatascience.com/multi-layer-perceptron-using-tensorflow-9f3e218a4809

Adam

https://keras.io/api/optimizers/adam/

Optimizers

https://keras.io/api/optimizers/

Keras Model

https://www.tensorflow.org/api_docs/python/tf/keras/Model

Why are deep neural networks hard to train?

http://neuralnetworksanddeeplearning.com/chap5.html

http://neuralnetworksanddeeplearning.com/index.html

Quantile normalization

https://en.wikipedia.org/wiki/Quantile_normalization

Standard score

https://en.wikipedia.org/wiki/Standard_score

Using neural nets to recognize handwritten digits
http://neuralnetworksanddeeplearning.com/chap1.html

A visual proof that neural nets can compute any function

http://neuralnetworksanddeeplearning.com/chap4.html

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On Machine Learning

FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance

https://paperswithcode.com/paper/finrl-a-deep-reinforcement-learning-library

OV2SLAM : A Fully Online and Versatile Visual SLAM for Real-Time Applications

https://paperswithcode.com/paper/ov-2-slam-a-fully-online-and-versatile-visual

Predicting with a Regression Equation

https://opentextbc.ca/introbusinessstatopenstax/chapter/predicting-with-a-regression-equation/

Chapter 4. Regression and Prediction

https://www.oreilly.com/library/view/practical-statistics-for/9781491952955/ch04.html

Loss and Loss Functions for Training Deep Learning Neural Networks

https://machinelearningmastery.com/loss-and-loss-functions-for-training-deep-learning-neural-networks/

Machine learning fundamentals (I): Cost functions and gradient descent

https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220

NLP Getting Started Tutorial

https://www.kaggle.com/philculliton/nlp-getting-started-tutorial





How can I predict the value and and estimate the uncertainty of a single response?

https://www.itl.nist.gov/div898/handbook/pmd/section5/pmd512.htm

Prediction


https://www.itl.nist.gov/div898/handbook/pmd/section1/pmd132.htm

*** . *** *** . *** . *** . ***

Courses: http://Training.SitesTree.com (Big Data, Cloud, Security, Machine Learning)
Blog
: http://Bangla.SaLearningSchool.com, http://SitesTree.com

8112223 Canada Inc./JustEtc: http://JustEtc.net

Shop Online: https://www.ShopForSoul.com/
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Medium: https://medium.com/@SayedAhmedCanada

ML, DL Quiz

ML Quiz
http://onlinemlquiz.com/machine_learning_quiz.php

Deep Learning Quiz
http://onlinemlquiz.com/deep_learning_quiz.php

Mathworks: Machine Learning Quiz

https://explore.mathworks.com/machine-learning-knowledge-quiz#

*** . *** *** . *** . *** . ***

Courses: http://Training.SitesTree.com (Big Data, Cloud, Security, Machine Learning)
Blog
: http://Bangla.SaLearningSchool.com, http://SitesTree.com

8112223 Canada Inc./JustEtc: http://JustEtc.net

Shop Online: https://www.ShopForSoul.com/
Linkedin: https://ca.linkedin.com/in/sayedjustetc

Medium: https://medium.com/@SayedAhmedCanada

New Classifed Stream of IDEaS!//Nouveau volet classifié d’IDEeS!

"New Classified Stream of IDEaS:

The seven domains currently under consideration are as follows:

1. Underwater Warfare

2. Cloud-based Data Fusion and Automation

3. Space Sensor Payloads

4. Counter Explosive Threat (CET)

5. Defeating Radio Controlled Improvised Explosive Devices (RC-IED)

6. Counter-Uninhabited Aerial Systems (C-UAS)

7. Soldier Systems Integration

Public Works and Government Services Canada (PWGSC) is issuing this Request for Information (RFI) on behalf of the DND/CAF IDEaS program, to seek industry feedback on the potential development of a classified stream Call for Proposals (CFP). To view the RFI, please visit: https://buyandsell.gc.ca/procurement-data/tender-notice/PW-21-00945859

"

On Stock Market

https://assets.bwbx.io/images/users/iqjWHBFdfxIU/iDFYG8plPszo/v0/-1x-1.png

A Year on From the Covid Crash, Here’s Where the Market Stands

https://www.bloomberg.com/news/articles/2021-02-12/a-year-on-from-the-covid-crash-here-s-where-the-market-stands?srnd=fixed-income

Warren Buffett’s Favorite Valuation Metric Is Ringing an Alarm

http://www.currentmarketvaluation.com/models/buffett-indicator.php

https://www.bloomberg.com/news/articles/2021-02-12/warren-buffett-s-favorite-valuation-metric-is-ringing-an-alarm

*** . *** *** . *** . *** . ***

Courses: http://Training.SitesTree.com (Big Data, Cloud, Security, Machine Learning)
Blog
: http://Bangla.SaLearningSchool.com, http://SitesTree.com

8112223 Canada Inc./JustEtc: http://JustEtc.net

Shop Online: https://www.ShopForSoul.com/
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Medium: https://medium.com/@SayedAhmedCanada

Disappointed GameStop Traders Should Take These Lessons to the Next Mania

I would not recommend taking Real Estate Advice from here. Balanced Index Investing: May be

https://www.greaterfool.ca/2021/02/08/to-the-moon/#comments

Disappointed GameStop Traders Should Take These Lessons to the Next Mania

https://www.bloomberg.com/news/articles/2021-02-08/gamestop-gme-share-price-lessons-for-playing-a-hot-stock-market?srnd=premium-canada

*** . *** *** . *** . *** . ***

Courses: http://Training.SitesTree.com (Big Data, Cloud, Security, Machine Learning)
Blog
: http://Bangla.SaLearningSchool.com, http://SitesTree.com

8112223 Canada Inc./JustEtc: http://JustEtc.net

Shop Online: https://www.ShopForSoul.com/
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Writing Research Papers in Data Science

5. Linear Algebra for Machine Learning: Singular Value Decomposition and Principal Component Analysis