Parameter optimization in neural networks

https://www.deeplearning.ai/ai-notes/optimization/

Coding Deep Learning for Beginners — Linear Regression (Part 2): Cost Function

https://towardsdatascience.com/coding-deep-learning-for-beginners-linear-regression-part-2-cost-function-49545303d29f

CBMM Tutorial: Optimization Notes

https://cbmm.mit.edu/sites/default/files/documents/CBMM_Optimization_Notes_2017.html

Gradient descent

https://www.jeremyjordan.me/gradient-descent/

Hyper-parameter Tuning Techniques in Deep Learning

https://towardsdatascience.com/hyper-parameter-tuning-techniques-in-deep-learning-4dad592c63c8

Model Parameters and Hyperparameters in Machine Learning — What is the difference?

https://towardsdatascience.com/model-parameters-and-hyperparameters-in-machine-learning-what-is-the-difference-702d30970f6

Lecture 8: Optimization

https://www.cs.toronto.edu/~rgrosse/courses/csc321_2018/slides/lec08.pdf

Optimization Techniques

https://www.cs.cmu.edu/afs/cs/academic/class/15782-f06/slides/optimization.pdf

Parameter optimization in neural networks

https://www.deeplearning.ai/ai-notes/optimization/

What is the Difference Between a Parameter and a Hyperparameter?

https://machinelearningmastery.com/difference-between-a-parameter-and-a-hyperparameter/

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

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Sayed Ahmed

BSc. Eng. in Comp. Sc. & Eng. (BUET)
MSc. in Comp. Sc. (U of Manitoba, Canada)
MSc. in Data Science and Analytics (Ryerson University, Canada)
Linkedin: https://ca.linkedin.com/in/sayedjustetc

Facebook Groups/Forums to discuss (Q & A):
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Why should I choose matlab deep learning toolbox over other open source frameworks like caffe, onnx, pytorch, torch etc?

https://www.mathworks.com/matlabcentral/answers/421259-why-should-i-choose-matlab-deep-learning-toolbox-over-other-opensource-frameworks-like-caffe-onnx

Preferable tools for machine learning – Python – MatLab – R

https://www.codementor.io/@innat_2k14/preferable-tools-for-machine-learning-python-matlab-r-jfozzpphz

MATLAB vs. Python: Top Reasons to Choose MATLAB

https://www.mathworks.com/products/matlab/matlab-vs-python.html

Use Python not Matlab

https://folk.uio.no/jeanra/Informatics/UsePythonNotMatlab.html

UT Austin Researchers Convert Brain Signals to Words and Phrases Using Wavelets and Deep Learning

https://www.mathworks.com/company/user_stories/ut-austin-researchers-convert-brain-signals-to-words-and-phrases-using-wavelets-and-deep-learning.html?s_tid=srchtitle

Create and Train a Feedforward Neural Network

https://www.mathworks.com/help/thingspeak/create-and-train-a-feedforward-neural-network.html

Forecast Tidal Depths Using ThingSpeak Data

https://www.mathworks.com/help/thingspeak/forecast-tidal-wave-depths.html

Fit a Linear Regression Model

https://www.mathworks.com/help/thingspeak/find-and-fit-a-linear-regression-model.html

Fit an Autoregression Model to the Tidal Depth Data

https://www.mathworks.com/help/thingspeak/fit-an-autoregressive-model.html

Compute Linear Response Characteristics

https://www.mathworks.com/help/thingspeak/compute-linear-response-characteristics.html

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

Training Courses: http://Training.SitesTree.com
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Online Product Database: http://www.shopforsoul.com/ (Not For Retail Sales, Not actively Managed)

Sayed Ahmed

BSc. Eng. in Comp. Sc. & Eng. (BUET)
MSc. in Comp. Sc. (U of Manitoba, Canada)
MSc. in Data Science and Analytics (Ryerson University, Canada)
Linkedin: https://ca.linkedin.com/in/sayedjustetc

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CNN https://www.youtube.com/watch?v=-I0lry5ceDs

Deep Learning Crash Course https://www.youtube.com/playlist?list=PLWKotBjTDoLj3rXBL-nEIPRN9V3a9Cx07

A Data-Driven Model for Interaction-Aware Pedestrian Motion Prediction in Object Cluttered Environment https://www.youtube.com/watch?v=wlxov4YU_Tg

UR:BAN Project – Behavior prediction and intention recognition https://www.youtube.com/watch?v=N3-bUJieDNo

Dynamic Multiscale Graph Neural Networks for 3D Skeleton Based Human Motion Prediction https://www.youtube.com/watch?v=nNWA-EOBwWw

Convolution Neural Networks – EXPLAINED https://www.youtube.com/watch?v=m8pOnJxOcqY

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

Training Courses: http://Training.SitesTree.com
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Medium: https://medium.com/@SayedAhmedCanada

Online Product Database: http://www.shopforsoul.com/ (Not For Retail Sales, Not actively Managed)

Sayed Ahmed

BSc. Eng. in Comp. Sc. & Eng. (BUET)
MSc. in Comp. Sc. (U of Manitoba, Canada)
MSc. in Data Science and Analytics (Ryerson University, Canada)
Linkedin: https://ca.linkedin.com/in/sayedjustetc

Facebook Groups/Forums to discuss (Q & A):
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An Introduction to Graph Neural Networks: Models and Applications

https://www.youtube.com/watch?v=zCEYiCxrL_0

Encoder-Decoder Recurrent Neural Network Models for Neural Machine Translation

https://machinelearningmastery.com/encoder-decoder-recurrent-neural-network-models-neural-machine-translation/

Illustrated Guide to LSTM’s and GRU’s: A step by step explanation

https://towardsdatascience.com/illustrated-guide-to-lstms-and-gru-s-a-step-by-step-explanation-44e9eb85bf21

RNN/LSTM/GRU

https://www.cs.toronto.edu/~tingwuwang/rnn_tutorial.pdf

Maximum Likelihood Joint Tracking and Association in a Strong Clutter

https://arxiv.org/pdf/1010.4236.pdf

Multitarget tracking using maximum likelihood techniques

https://opencommons.uconn.edu/dissertations/AAI3265759/

Maximum Likelihood Joint Tracking and Association in Strong Clutter

https://journals.sagepub.com/doi/full/10.5772/52859

Multiple target tracking using maximum likelihood principle

https://ieeexplore.ieee.org/document/398728

Multiple Target Tracking Using Maximum Likelihood Probabilistic Data Association

https://ieeexplore.ieee.org/document/4161445

Maximum Likelihood Joint Tracking and Association in Strong Clutter

https://www.researchgate.net/publication/288139436_Maximum_Likelihood_Joint_Tracking_and_Association_in_Strong_Clutter

Maximum likelihood method for probabilistic multihypothesis tracking

https://www.researchgate.net/publication/252858795_Maximum_likelihood_method_for_probabilistic_multihypothesis_tracking

Maximum likelihood method for probabilistic multihypothesis tracking

https://www.spiedigitallibrary.org/conference-proceedings-of-spie/2235/0000/Maximum-likelihood-method-for-probabilistic-multihypothesis-tracking/10.1117/12.179066.short?SSO=1

A Tutorial on Bayesian Estimation and Tracking Techniques Applicable to Nonlinear and Non-Gaussian Processes

https://www.mitre.org/sites/default/files/pdf/05_0211.pdf

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

Training Courses: http://Training.SitesTree.com
Blog: http://Bangla.SaLearningSchool.com, http://SitesTree.com
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Online Product Database: http://www.shopforsoul.com/ (Not For Retail Sales, Not actively Managed)

Sayed Ahmed

BSc. Eng. in Comp. Sc. & Eng. (BUET)
MSc. in Comp. Sc. (U of Manitoba, Canada)
MSc. in Data Science and Analytics (Ryerson University, Canada)
Linkedin: https://ca.linkedin.com/in/sayedjustetc

Facebook Groups/Forums to discuss (Q & A):
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JustEtc: https://www.facebook.com/JustETC-Technologies-Inc-289864738261

https://www.cmpe.boun.edu.tr/~ethem/i2ml2e/

Lecture Slides:

1. Introduction (pdf,ppt)
2. Supervised Learning (pdf, ppt)
3. Bayesian Decision Theory (pdf, ppt)
4. Parametric Methods (pdf, ppt)
5. Multivariate Methods (pdf, ppt)
6. Dimensionality Reduction (pdf, ppt)
7. Clustering (pdf, ppt)
8. Nonparametric Methods (pdf, ppt)
9. Decision Trees (pdf, ppt)
10. Linear Discrimination (pdf, ppt)
11. Multilayer Perceptrons (pdf, ppt)
12. Local Models (pdf, ppt)
13. Kernel Machines (pdf, ppt)
14. Bayesian Estimation (pdf, ppt)
15. Hidden Markov Models (pdf, ppt)
16. Graphical Models (pdf, ppt)
17. Combining Multiple Learners (pdf, ppt)
18. Reinforcement Learning (pdf, ppt)
19. Design and Analysis of Machine Learning Experiments (pdf, ppt)

Misc. Stored Procedures as Used to Manage Products, Product Pricing for a Amazon Store: http://bangla.salearningschool.com/recent-posts/category/selling-on-amazon/

Python Code to import supplier product data to Magento. Including Price Calculations.

http://bangla.salearningschool.com/recent-posts/category/build-ecommerce-software/

Ecommerce shop development: https://www.youtube.com/watch?v=T8RqjC_iQqM&list=PLUA7SYgJYDFqOx7–ezlbukRbVX1wIfeI

Amazon Product Management Database: https://www.youtube.com/watch?v=qrbMO5W9uYw&list=PLUA7SYgJYDFryEwISZ2jrnbJf0wCBKrxQ

Online/Ecommerce Product and Pricing Database: http://www.shopforsoul.com/

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

Training Courses: http://Training.SitesTree.com
Blog: http://Bangla.SaLearningSchool.com, http://SitesTree.com
8112223 Canada Inc/Justetc: http://JustEtc.net
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Medium: https://medium.com/@SayedAhmedCanada

Online Product Database: http://www.shopforsoul.com/ (Not For Retail Sales, Not actively Managed)

Sayed Ahmed

BSc. Eng. in Comp. Sc. & Eng. (BUET)
MSc. in Comp. Sc. (U of Manitoba, Canada)
MSc. in Data Science and Analytics (Ryerson University, Canada)
Linkedin: https://ca.linkedin.com/in/sayedjustetc

Facebook Groups/Forums to discuss (Q & A):
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Worldwide IT: https://www.facebook.com/groups/28362061867

JustEtc: https://www.facebook.com/JustETC-Technologies-Inc-289864738261

Misc. Stored Procedures as Used to Manage Products, Product Pricing for a Amazon Store: http://bangla.salearningschool.com/recent-posts/category/selling-on-amazon/

Python Code to import supplier product data to Magento. Including Price Calculations.
http://bangla.salearningschool.com/recent-posts/category/build-ecommerce-software/

Ecommerce shop development: https://www.youtube.com/watch?v=T8RqjC_iQqM&list=PLUA7SYgJYDFqOx7–ezlbukRbVX1wIfeI

Amazon Product Management Database: https://www.youtube.com/watch?v=qrbMO5W9uYw&list=PLUA7SYgJYDFryEwISZ2jrnbJf0wCBKrxQ

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

Training Courses: http://Training.SitesTree.com
Blog: http://Bangla.SaLearningSchool.com, http://SitesTree.com
8112223 Canada Inc/Justetc: http://JustEtc.net
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Medium: https://medium.com/@SayedAhmedCanada

Online Product Database: http://www.shopforsoul.com/ (Not For Retail Sales, Not actively Managed)

Sayed Ahmed

BSc. Eng. in Comp. Sc. & Eng. (BUET)
MSc. in Comp. Sc. (U of Manitoba, Canada)
MSc. in Data Science and Analytics (Ryerson University, Canada)
Linkedin: https://ca.linkedin.com/in/sayedjustetc

Facebook Groups/Forums to discuss (Q & A):
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Understanding Intellectual Property

https://www.innovation.pitt.edu/resources/intellectual-property-overview/understanding_intellectual_property/

Intellectual Property for Graduate Students and Postdoctoral Scholars©

http://www.cags.ca/documents/publications/working/Guide_Intellectual_Property.pdf

A BRIEF GUIDE TO INTELLECTUAL PROPERTY IN A UNIVERSITY CONTEXT

https://depts.washington.edu/amtas/research/BriefGuide.pdf

Guidance Document

https://www.eng.mcmaster.ca/sites/default/files/uploads/guidancedocument-ipandstudentmentoring_.pdf

Research Policy Analysis and Coordination: https://www.ucop.edu/research-policy-analysis-coordination/policies-guidance/intellectual-property-ex/intellectual-property-as-a-student-at-the-university-of-california-faq.html

Intellectual Property and Copyright

https://www.aaup.org/get-involved/issue-campaigns/intellectual-property-risk

Intellectual Property Awareness At Universities: Why Ignorance Is Not Bliss

https://www.forbes.com/sites/johnvillasenor/2012/11/27/intellectual-property-awareness-at-universities-why-ignorance-is-not-bliss/#46a6674113ce

Understanding Intellectual Property rights at universities

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

Training Courses: http://Training.SitesTree.com
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Online Product Database: http://www.shopforsoul.com/ (Not For Retail Sales, Not actively Managed)

Sayed Ahmed

BSc. Eng. in Comp. Sc. & Eng. (BUET)
MSc. in Comp. Sc. (U of Manitoba, Canada)
MSc. in Data Science and Analytics (Ryerson University, Canada)
Linkedin: https://ca.linkedin.com/in/sayedjustetc

Facebook Groups/Forums to discuss (Q & A):
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https://www.facebook.com/banglasalearningschool
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Get access to courses on Big Data, Data Science, AI, Cloud, Linux, System Admin, Web Development and Misc. related. Also, create your own course to sell to others. http://sitestree.com/training/

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