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 …
Category: ব্লগ । Blog
ব্লগ । Blog
Aug 26
Deep Learning in Matlab (vs Python)
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 …
Aug 24
Mathematical/Engineering Optimization and Deep Learning
Wanna learn deep learning? Watch the following Crash Course https://www.youtube.com/playlist?list=PLWKotBjTDoLj3rXBL-nEIPRN9V3a9Cx07
Aug 22
Neural Network and Computer Vision
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 *** . *** *** . *** . …
Aug 20
Misc Motion Learning and Prediction, Target Tracking, and related
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 …
Aug 17
Lecture Slides: Introduction to Machine Learning
https://www.cmpe.boun.edu.tr/~ethem/i2ml2e/ Lecture Slides: Introduction (pdf,ppt) Supervised Learning (pdf, ppt) Bayesian Decision Theory (pdf, ppt) Parametric Methods (pdf, ppt) Multivariate Methods (pdf, ppt) Dimensionality Reduction (pdf, ppt) Clustering (pdf, ppt) Nonparametric Methods (pdf, ppt) Decision Trees (pdf, ppt) Linear Discrimination (pdf, ppt) Multilayer Perceptrons (pdf, ppt) Local Models (pdf, ppt) Kernel Machines (pdf, ppt) Bayesian Estimation …
Aug 13
Amazon Selling, Ecommerce, Inventory, Product Management, Product Database Articles
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: …
Aug 13
Ecommerce, Inventory, Product Management Articles
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 …
Aug 12
Understanding Intellectual Property rights at universities
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 …
