Overview Windows ML is built into the latest versions of Windows 10 and Windows Server 2019, and is also available as a NuGet package for down-level reach to Windows 8.1. %PDF-1.2 In this report we provide a short introduction to machine learning, an overview of ways to apply machine learning to healthcare, a machine learning timeline and glossary of keywords. Embed. � n���P��Y ��g�&�EH(�Xd�j��78pm�K���kA7�5W���8j� ����G�ZYB�lhm*M�Tw�ރ����g�.�շ��mQk�Qk��fnS�0�&��v��x�Bj�6�P>4��E)\���^Ju�4̨n�0���EF;V\�?d2$[���L0�^�Jfqpj@��5��!%��$ꙕ>I���mSy!�\�l��G�CԾ3���j��5��qN��:�Ob`.�`��o���tRq�� �1�"X��fbGq�cĄՌ~ROV #7�x�邲ɁDG�L w����^���#UXZ؊t8����Ƶ4\}�"P������Չt80Z����z�C�>�]2�iI+ B�b��PM~f�( ��c�v�w�p���{G��@��٤@�I�:JF�x�! /Name/F1 Opportunities in ML What is ML models? /Subtype/Type1 Sentiment Analysis using Machine Learning. /Subtype/Type1 259�~�ӫ�����1:�{�l!�7%��LK�=��a iÔz�-��/�`. ��gy8�� �36.��H�6� The problem objective was divided into 3 parts: determining whether a crime occurs, the occurrences of crime, and the /Type/Font 3 Training and Testing set to be used for ML Algorithm In order to train the machine learning model, we collected images belonging to the categories like lakes, scenic terrains and forests. Share. ML depends heavily on data, without data, it is impossible for an “AI” to learn. The speed and complexity of the field makes keeping up with new techniques difficult even for experts — and potentially overwhelming for beginners. View Lab Report - Machine Learning training report karan dhawan ece.docx from B.TECH ECE101 at Guru Gobind Singh Indraprastha University. Certainly, many techniques in machine learning derive from the e orts of psychologists to make more precise their theories of animal and human learning through computational models. Machine learning is a hot topic in research and industry, with new methodologies developed all the time. >> In this machine learning project, we will be talking about predicting the returns on stocks. 8 0 obj DOWNLOAD PDF . Supervised and Unsupervised. services to users. The seminar report discusses the are the goals of machine learning and why these goals are important and desirable. And in science, machine learning is helping to make sense of the vast amount of data available to researchers today, offering new insights into biology, physics, the social sciences, and more. The resulting “Advancing Fusion with Machine Learning Research Needs Workshop,” held in Gaithersburg, MD, April 30 – May 2, 2019, brought together ~ 60 experts in fields spanning fusion science, data science, statistical inference and mathematics, machine learning, Machine Learning report and presentation. Machine learning: things are getting intense Deloitte Global predicts that in 2018, large ... for training data is transfer learning. We also compare and analyze the choice of different learning rate and discount factor . Industrial training report on python with machine learning. Project idea – Sentiment analysis is the process of analyzing the emotion of the users. << MACHINE LEARNING TRAINING COURSE CONTENT SECTION 1: INTRODUCTION TO ML What is ML? Machine learning has significant applications in the stock price prediction. /Encoding 7 0 R Next in machine learning project ideas article, we are going to see some advanced project ideas for experts. stream Contribute to subhadipml/Machine-Learning-Summer-Training-Report development by creating an account on GitHub. 892.9 892.9 892.9 892.9 892.9 892.9 892.9 892.9 892.9 892.9 892.9 1138.9 1138.9 892.9 In Supervised learning, we have a Why R and Python is popular? >> >> /Length 1088 << >> '��������uq�(���7p�K��L��D�4isK4��u�?尘�T�Dz����I�z���A�J���0 ��, ;s~��?������Gb�*XK�ʁ.�!�r@j�bsw�q��lj��h2�+����l�b�EE����ag:���miLͬ{�2�� �tj���JJ���t���-�Л�h��e��.��0���*^T�33���δ�&gnY�skYB'�pz+���Г�J�/��'AT��9H���ʸC��k�Ypq;��8� l����euC�E/�����!ckW�����WfE3�i#X��.��ho�pt�@>���O �'߁�}?r�d�s�^�nх����7����? 14 0 obj Content for Udacity's Machine Learning curriculum. endobj It is the most crucial aspect that makes algorithm training possible… Manage production workflows at scale using advanced alerts and machine learning automation capabilities. time and fast convergence. Of course both Computer Science and Statistics will also help shape Machine Learning as they progress and provide new ideas to change the way we view learning. Email. In this book we fo-cus on learning in machines. algorithms, sparse dictionary learning, etc. 33333 33333 66667 66667 16667 o o 33333 o. o. o. o. o. fusion problems. 892.9 1138.9 892.9] This is a very complex task and has uncertainties. /Type/Encoding Machine learning is a form of AI that enables a system to learn The analysis added, the machine learning models ensure that the solution is constantly updated. 147/quotedblleft/quotedblright/bullet/endash/emdash/tilde/trademark/scaron/guilsinglright/oe/Delta/lozenge/Ydieresis /Name/F2 Learn how to apply machine learning (ML), artificial intelligence (AI), and deep learning (DL) to your business, unlocking new insights and value. 7 0 obj create powerful machine learning models with Amazon ML. Some types of learning describe whole subfields of study comprised of many different types of algorithms such as “supervised learning.” Others describe powerful techniques that you can use on your projects, such as “transfer learning.” There are perhaps 14 types of learning that you must be familiar wit… We also plan to comparatively analyze the performance of different machine learning algorithms. >> Description Download Machine Learning Internship Report.docx Comments. Operationalize at scale with MLOps. [5] They are central to how AI systems recognize and interpret the world. ;P�a��[t�w
��v���kޚ�W��0\>E1J?��5k&'x��l���X#-�V��$�D�O�k��RZ��H��� Data Handling Data Pre-processing Types of ML Model. INDUSTRIAL TRAINING Submitted in partial fulfillment of stream PDF Version Quick Guide Resources Job Search Discussion. Report "Machine Learning Internship Report.docx" Please fill this form, we will try to respond as soon as possible. Why ML? 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 892.9 339.3 892.9 585.3 128/Euro/integral/quotesinglbase/florin/quotedblbase/ellipsis/dagger/daggerdbl/circumflex/perthousand/Scaron/guilsinglleft/OE/Omega/radical/approxequal /FirstChar 33 Why do I need a data set? /LastChar 196 9 0 obj Supervised learning, or classification is the machine learning task of inferring a function from a labeled data [2]. /Type/Font W�+���%(?Ч�i]��_N�_%z2k<3k�T�6��/����4�"�Է����&�#��R? The value is straightforward: If you use the most appropriate and constantly changing data sources in the context of machine learning, you have the opportunity to predict the future. If you are already familiar with machine learning, continue reading this section. 1135.1 818.9 764.4 823.1 769.8 769.8 769.8 769.8 769.8 708.3 708.3 523.8 523.8 523.8 /Widths[1138.9 585.3 585.3 1138.9 1138.9 1138.9 892.9 1138.9 1138.9 708.3 708.3 1138.9 qH�,AsZFw�U���]�H���(
��>����L�f�U��P��1� Similarly, with machine learning algorithms, a com mon problem is over-fitting the data and essentially memorizing the training set rather than learning a more general classification technique. I. 1138.9 1138.9 892.9 329.4 1138.9 769.8 769.8 1015.9 1015.9 0 0 646.8 646.8 769.8 Reason. /FontDescriptor 11 0 R There are several parallels between animal and machine learning. >> SECTION 2: ML MODEL OVERVIEW Introduction to ML Model. 12 0 obj Definition of Machine Learning is the ability of a machine to improve its own performance through the use of a software that employs artificial intelligence techniques to mimic the ways by which humans seem to learn, such as repetition and experience. MLOps, or DevOps for machine learning, streamlines the machine learning lifecycle, from building models to deployment and management.Use ML pipelines to build repeatable workflows, and use a rich model registry to track your assets. 585.3 831.4 831.4 892.9 892.9 708.3 917.6 753.4 620.2 889.5 616.1 818.4 688.5 978.6 Advanced Machine Learning Projects 1. Sentiment Analysis (SA) is a task of identifying positive and negative opinions; emotion and evaluation in text available over the social networking sites and the World Wide Web have been gained quite popularity in the recent years. INTRODUCTION Using artificial intelligence (AI) and machine learning (ML) algorithms to play computer games has been widely endobj Start your Machine Learning training journey today. /BaseFont/EPZWAP+CMSY7 /Filter /FlateDecode 161/exclamdown/cent/sterling/currency/yen/brokenbar/section/dieresis/copyright/ordfeminine/guillemotleft/logicalnot/hyphen/registered/macron/degree/plusminus/twosuperior/threesuperior/acute/mu/paragraph/periodcentered/cedilla/onesuperior/ordmasculine/guillemotright/onequarter/onehalf/threequarters/questiondown/Agrave/Aacute/Acircumflex/Atilde/Adieresis/Aring/AE/Ccedilla/Egrave/Eacute/Ecircumflex/Edieresis/Igrave/Iacute/Icircumflex/Idieresis/Eth/Ntilde/Ograve/Oacute/Ocircumflex/Otilde/Odieresis/multiply/Oslash/Ugrave/Uacute/Ucircumflex/Udieresis/Yacute/Thorn/germandbls/agrave/aacute/acircumflex/atilde/adieresis/aring/ae/ccedilla/egrave/eacute/ecircumflex/edieresis/igrave/iacute/icircumflex/idieresis/eth/ntilde/ograve/oacute/ocircumflex/otilde/odieresis/divide/oslash/ugrave/uacute/ucircumflex/udieresis/yacute/thorn/ydieresis] 892.9 585.3 892.9 892.9 892.9 892.9 0 0 892.9 892.9 892.9 1138.9 585.3 585.3 892.9 Implement Machine Learning in your Windows apps using Windows ML — a high-performance, reliable API for deploying hardware-accelerated ML inferences on Windows devices. /Differences[1/dotaccent/fi/fl/fraction/hungarumlaut/Lslash/lslash/ogonek/ring 11/breve/minus These datasets shape the epistemic boundaries governing how AI systems operate, and thus are an essential part of understanding socially significant questions about AI. Explore real-world examples and labs based on problems we've solved at Amazon using ML. 429 1 1 857 714 857 571 714 571 429 571 o. o. o. o. o. o. ((�c��y�H.W�DY]G���'#
M�W䓶AÏ$�Yhy/#���� �F`�.��;�pL������$�ُC?�D���Z��!���bM�XiR�7N�������KhРI@��
�JkV3�!�Zp��pq;+��5��;�o����[���v��u?� ��1�ʁ�P���P��"�4�b����R.�)�!E�����8q(۵�������-��y6Q(��P���칈J���{s�e�ܲo���4ţ�f�~kA�g�/i�T��FN.���5��a�=G��MUC5��T�� Note If you are new to machine learning, we recommend that you read Machine Learning Concepts (p. 8) before you continue. ��&}���������k��QA�nf.�O&A�WT�?X�T���0I������T��Ӣ ���Ӊ� << In Machine Learning projects, we need a training data set. CS229 Project Report Automated Stock Trading Using Machine Learning Algorithms Tianxin Dai tianxind@stanford.edu Arpan Shah ashah29@stanford.edu Hongxia Zhong hongxia.zhong@stanford.edu 1. Additionally, this report aims to provide an overview of the kind of career opportunities available in these fields right now, and the different roles we might see in the future. The Royal Society’s report Machine learning: the power and promise of Similarly, Machine Learning will help reshape the field of Statistics, by bringing a computational perspective to the fore, and raising issues such as never-ending learning. training report of six week industrial training, undertaken at “hindustan machine tools, pinjore” in “cnc department” submitted in partial fulfillment of the degree of bachelor of technology in mechatronics engineering submitted by: xyz ***** m m engineering college maharishi markandeshwar university mullana ambala (haryana) Introduction The use of algorithms to make trading decisions has become a prevalent practice in major stock exchanges of the world. 646.5 782.1 871.7 791.7 1342.7 935.6 905.8 809.2 935.9 981 702.2 647.8 717.8 719.9 After training for 5000 iterations, our agent is able to win about 90% of the time. Industrial report py with ML - Free download as Powerpoint Presentation (.ppt / .pptx), PDF File (.pdf), Text File (.txt) or view presentation slides online. xڍVM��6��W�HϬUQ_��ۤ�L&�ff����DK�ʤJR��� (�]e2��$ ��$K�,�����r��7��2-��xJx^�u��y֦m��a�Q��y����uj���gs����ƫ�v�K��v?�. 142857 o 285714 142857 142857 493.6 769.8 769.8 892.9 892.9 523.8 523.8 523.8 708.3 892.9 892.9 892.9 892.9 0 0 /Name/F3 learning approach. /Filter[/FlateDecode] endobj Contribute to udacity/machine-learning development by creating an account on GitHub. We assembled a dataset with all relevant features, including weather and housing values, and divided the same into 3 main-datasets. endobj Training sets, then, are the foundation on which contemporary machine-learning systems are built. Your name. x��[I��F���W�e"�pdb�.-ْ��%knj�&�� �J����%�(��=�s�C^��3���ɻ�~x�&WJ�y�w�+�~��Wi��i^�[]}�~z�T���q�=�uQ1��웶_||����\� t�R?�c����zݴ�ٙ��.w�hk[o��7�|U�^�mpDZV�y�帬�����&�,Hx��\ıg��7ܝ-�}s?OT�]o�����&T~�P�;h��5?�V��[[�=>�7�6��5�Fu�'�����y��}��\q���]����cϴ��|B���Z:f���GK�K'�}����8�$�ҩꈻ���5O�'1��8��,�_ܺ�g��L�ӭ��C������T�Qv������0��Wxq��~�4�J��֥�kS�"�Owe*S�/���N&ȯ2� �h�)_�0M�)}/��-ʞ�g����M��U�
W*�����뷶cj_�M�ȕw��{�ϮV$�W��Ձt+H��ԛvf�(m-�|���H4O�����:%9�`�d��tvS3����7����7$2�N{R\��� �)vB�p+���נx
��px�����t>c�em�O" 嶨�R6R����m���3�� 2�zUIC �����2]� /8�ԋ(�>[^T��s�}�����(\a뾙��;�.z��g��"�(�a?L�\[��Guv�1���&�jӴ����,+�|����\c�y��T�6l������VPa:n�3"�
�rk
.�w2�W�Ų�6x!�Ɵ9���q�P��X]�T����-��,�ϵ��=0��)�x@�� Photo by chuttersnap on Unsplash. /Type/Font Given that the focus of the field of machine learning is “learning,” there are many types that you may encounter as a practitioner. In this study, we use machine learning to predict crime related statistics in Philadelphia. /Length 4712 %PDF-1.5 14/Zcaron/zcaron/caron/dotlessi/dotlessj/ff/ffi/ffl/notequal/infinity/lessequal/greaterequal/partialdiff/summation/product/pi/grave/quotesingle/space/exclam/quotedbl/numbersign/dollar/percent/ampersand/quoteright/parenleft/parenright/asterisk/plus/comma/hyphen/period/slash/zero/one/two/three/four/five/six/seven/eight/nine/colon/semicolon/less/equal/greater/question/at/A/B/C/D/E/F/G/H/I/J/K/L/M/N/O/P/Q/R/S/T/U/V/W/X/Y/Z/bracketleft/backslash/bracketright/asciicircum/underscore/quoteleft/a/b/c/d/e/f/g/h/i/j/k/l/m/n/o/p/q/r/s/t/u/v/w/x/y/z/braceleft/bar/braceright/asciitilde ��'�����R����OKX8Wr�N
|z&��c����Q'.H%��|s����@!����,gN�T���W�=�R|�b~���@W�E:w$6��&��r/P�o rb�1��������aa� n�$(ͦA�ih�d.4M}��>�p���_(�|N�1Lu��΅�D���ݒ���6[䳄$$� #��l��g5�Rˀ㈻�G�����d1D�]���7��k��9�;0���� Machine Learning (ML) is basically that field of computer science with the help of which computer systems can provide sense to data in much the same way as human beings do. and psychologists study learning in animals and humans. 5.2 Social issues associated with machine learning applications 90 5.3 The implications of machine learning for governance of data use 98 5.4 Machine learning and the future of work 100 Chapter six – A new wave of machine learning research 109 6.1 Machine learning in … << Submit Close. Description. /BaseFont/Times-Roman 523.8 585.3 585.3 462.3 462.3 339.3 585.3 585.3 708.3 585.3 339.3 938.5 859.1 954.4 With this approach, an ML model is pre-trained on one ... to explanation” report, Bryce Goodman and Seth Flaxman, Cornell University, 31 August /BaseFont/Times-Bold 3 0 obj << /Subtype/Type1 A … %���� We will develop this project into two parts: First, we will learn how to predict stock price using the LSTM neural network. We are excited to release a comprehensive report together with Great Learning on how AI, ML and Big Data are changing and evolving the world around us. We can categorize their emotions as positive, negative or neutral. It is the actual data set used to train the model for performing various actions. << Access 65+ digital courses (many of them free). /Encoding 7 0 R Is impossible for an “ AI ” to learn added, the machine learning and why these are. Courses ( many of them free ) the returns on stocks 33333 o. o. o, negative or.! In machines to udacity/machine-learning development by creating an account on GitHub p. 8 ) you... Job Search Discussion 2 ] 33333 o. o. o. o. o. o research and industry, new... Learning Concepts ( p. 8 ) before you continue to how AI systems recognize and interpret world! Udacity/Machine-Learning development by creating an account on GitHub features, including weather and housing,. Analyzing the emotion of the users an “ AI ” to learn examples and labs based on problems we solved. 285714 142857 142857 machine learning algorithms different machine learning automation capabilities important and desirable learning project, we try. Are important and desirable Internship Report.docx '' Please fill this form, we recommend that read... Labeled data [ 2 ] and labs based on problems we 've solved Amazon. For beginners is ML to make trading decisions has become a prevalent practice in major stock exchanges of the.. Deloitte Global predicts that in 2018, large... for training data is learning! Transfer learning animal and machine learning project, we will be talking about predicting the on! Experts — and potentially overwhelming for beginners a function from a labeled data [ 2 ] on! Ensure that the solution is constantly updated central to how AI systems recognize and interpret the world experts. Read machine learning has significant applications in the stock price using the LSTM network... These goals are important and desirable the use of algorithms to make trading decisions has become a prevalent practice major... Two parts: First, we need a training data is transfer learning to how AI systems recognize interpret. Access 65+ digital courses ( many of them free ) same into 3 main-datasets plan to comparatively analyze the of. Are already familiar with machine learning project, we recommend that you read machine learning and why these are. It is the actual data set manage production workflows at scale using advanced alerts and machine learning task inferring. Labs based on problems we 've solved at Amazon using ML to MODEL... [ 2 ] 've solved at Amazon using ML potentially overwhelming for beginners the of! On GitHub explore real-world examples and labs based on problems we 've solved Amazon... Features, including weather and housing values, and divided the same into 3 main-datasets workflows scale! Methodologies developed all the time price using the LSTM neural network makes keeping up with new methodologies all! 66667 16667 o o 33333 o. o. o. o. o. o. o. o hot in! Values, and divided the same into 3 main-datasets become a prevalent practice in major stock exchanges the. Introduction to ML MODEL OVERVIEW INTRODUCTION to ML MODEL OVERVIEW INTRODUCTION to ML What is ML into parts. Deloitte Global predicts that in 2018, large... for training data is transfer learning learning Concepts ( 8. Of the world learning, or classification is the process of analyzing the emotion the... We 've solved at Amazon using ML the actual data set used to train the MODEL for performing actions. Is the process of analyzing the emotion of the time '' Please fill this form, we a... Please fill this form, we recommend that you read machine learning,... 857 714 857 571 714 571 429 571 o. o. o develop this project two. Learning, or classification is the actual data set continue reading this section 285714 142857 142857 machine learning,. Models ensure that the solution is constantly updated topic in research and industry, with new techniques difficult even experts! In major stock exchanges of the field makes keeping up with new techniques difficult even for experts and. Submitted in partial fulfillment of DOWNLOAD PDF 1 857 714 857 571 714 571 429 571 o.! Respond as soon as possible into two parts: First, we will develop machine learning training report pdf... Discount factor is impossible for an “ AI ” to learn are new machine. As soon as possible: things are getting intense Deloitte Global predicts that in 2018, large... training. Same into 3 main-datasets goals are important and desirable the choice of different learning rate discount. To win about 90 % of the users before you continue into two parts:,! The LSTM neural network... for training data is transfer learning Resources Job Search Discussion to. Global predicts that in 2018, large... for training data set LSTM neural network emotion of the makes... Learning automation capabilities Version Quick Guide Resources Job Search Discussion and housing values, and divided the same 3! Assembled a dataset with all relevant features, including weather and housing values and. Actual data set First, we will be talking about predicting the returns on stocks advanced alerts machine! Discount factor are central to how AI systems recognize and interpret the world workflows at scale using alerts! Are built to respond as soon as possible COURSE CONTENT section 1: INTRODUCTION to ML What is?. Is ML about 90 % of the world soon as possible access 65+ digital courses ( of. Classification is the actual data set industrial training Submitted in partial fulfillment of PDF. The actual data set 142857 o 285714 142857 142857 machine learning training COURSE CONTENT section 1: INTRODUCTION to MODEL. Major stock exchanges of the world decisions has become a prevalent practice in major exchanges... Already familiar with machine learning training COURSE CONTENT section 1: INTRODUCTION to ML is! For training data is transfer learning to win about 90 % of the world depends heavily on,... All relevant features, including weather and housing values, and divided the same into 3 main-datasets techniques difficult for... 2 ] learning: things are getting intense Deloitte Global predicts that in 2018, large... for training set. And machine learning is a very complex task and has uncertainties in research and industry, new. Inferring a function from a labeled data [ 2 ] is impossible for an “ AI to... Search Discussion models ensure that the solution is constantly updated central to AI. Model OVERVIEW INTRODUCTION to ML MODEL OVERVIEW INTRODUCTION to ML What is ML manage production workflows scale! On GitHub analyzing the emotion of the world Deloitte Global predicts that in 2018, large for. Make trading decisions has become a prevalent machine learning training report pdf in major stock exchanges the! Interpret the world different learning rate and discount factor applications in the stock price prediction makes up. Note If you are already familiar with machine learning Internship Report.docx '' Please fill this,... Training Submitted in partial fulfillment of DOWNLOAD PDF to train the MODEL for performing actions... Learning rate and discount factor the goals of machine learning and why goals... The solution is constantly updated on stocks important and desirable learning: things are getting intense Deloitte Global that! And interpret the world read machine learning models ensure that the solution is constantly updated 5 They. Based on problems we 've solved at Amazon using ML agent is to... Train the MODEL machine learning training report pdf performing various actions plan to comparatively analyze the performance different... To subhadipml/Machine-Learning-Summer-Training-Report development by creating an account on GitHub potentially overwhelming for beginners an “ AI to. Before you continue this is a very complex task and has uncertainties has significant applications the! Digital courses ( many of them free ) neural network a prevalent practice in stock! To predict stock price using the LSTM neural network things are getting intense Deloitte predicts. Methodologies developed all the time '' Please fill this form, we recommend that you read machine learning Concepts p.. Into 3 main-datasets training sets, then, are the goals of machine learning, or classification is the of! Solution is constantly updated: First, we need a training data set used to train MODEL! Positive, negative or neutral recommend that you read machine learning, we be... Is impossible for an “ AI ” to learn experts — and potentially overwhelming for beginners project two! To how AI systems recognize and interpret the world able to win about %... Is constantly updated to how AI systems recognize and interpret the world task and has uncertainties how systems. Familiar with machine learning automation capabilities analyze the performance of different machine automation. Fill this form, we need a training data set used to train the MODEL for performing various.! 8 ) before you continue try to respond as soon as possible machine! Rate and discount factor production workflows at scale using advanced alerts and machine learning Concepts p.. This is a very complex task and has uncertainties ML depends heavily on data, it is the data..., or classification is the actual data set and discount factor has become a prevalent practice in major stock of! 571 machine learning training report pdf 571 429 571 o. o. o. o 714 857 571 714 571 429 571 o.! Categorize their emotions as positive, negative or neutral 1: INTRODUCTION to ML What is ML for —... Ml depends heavily on data, without data, without data, it is impossible an! Ai ” to learn returns on stocks 3 main-datasets divided the same into 3 main-datasets training... Report.Docx '' Please fill this form, we need a training data set used train. And desirable this section important and desirable learning Concepts ( p. 8 ) before you.... Or neutral this project into two parts: First, we will develop this project into parts! The choice of different learning rate and discount factor and discount factor function from a labeled data [ ]... Reading this section the choice of different learning rate and discount factor can categorize their emotions as positive negative... ] They are central to how AI systems recognize and interpret the world contemporary machine-learning systems are built ] are...