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Keynote: Boost AI Experimentation to Design, Explore, and Optimize Your Models

11/16/2021
Views 291
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ai, algorithm, api, computer vision, deep learning, engineering, experiment, gradient descent, intelligence, learning, machine learning, machine learning tools, machinelearning, mathematics, memory, ml, natural language processing, neural network, reinforcement learning, research, space, tensorflow, accuracy and precision, black box, cluster analysis, hyperparameter (machine learning), scientific method, software framework, machine learning platform, hpo, intelligent experimentation
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The SAME Project: A GitOps Approach to Reproducible Machine Le... David Aronchick & Chanwit Kaewkasi

06/22/2021
Views 81
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api, cloud computing, computer, computer hardware, deep learning, design, expert, github, google, kubernetes , machine learning, metadata, open source, organization, reason, reinforcement learning, software , tensorflow, credit card, distributed version control, graphical user interface, hyperparameter (machine learning), laptop, stack (abstract data type)
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Q2B 2020 | What You Need to Know About Quantum Algorithms | Adam Bouland | QC Ware

12/08/2020
Views 467
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central processing unit, cloud computing, computer, computer science, computing, convex optimization, machine learning, mathematics, natural language processing, neural network, protein, quantum chemistry, quantum computing, reinforcement learning, software , chemistry, factorization, grover's algorithm, heuristic, mathematical optimization, molecule, time complexity, unsupervised learning, quantum algorithm, quantum neural network
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Lab to Live: The impact of AI in delivery businesses

06/15/2021
Views 906
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algorithm, business model, computer science, deep learning, democracy, engineering, facebook, innovation, learning, machine learning, reinforcement learning, research, supply chain, tax, technology, amazon (company), american middle class, decision-making, digital twin, doctor of philosophy, market (economics), scarcity, unemployment, technological unemployment, cogx2021, jointheconversation
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Scale By The Bay 2020: Robert J. Neal, A Reinforcement Learning Framework in Scala 3

11/13/2020
Views 202
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language, library, motivation, multi-armed bandit, reason, reinforcement learning, robot, action selection, bracket, determinism, function (mathematics), hypertext transfer protocol, library (computing), primitive data type, python (programming language), scala (programming language), sine, slot machine, software framework, state-space representation, supervised learning, trigonometric functions, unsupervised learning, weighted arithmetic mean, progressive jackpot
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Scale By The Bay 2020: Dean Wampler, Ray: A System for High-performance, Distributed ML Applications

11/12/2020
Views 120
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algorithm, api, computer, intelligence, java (programming language), kubernetes , machine learning, neural network, reinforcement learning, robot, robotics, routing, scalability, simulation, system, tensorflow, training, alphago, library (computing), python (programming language), recommender system, software framework
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Scale By The Bay 2020: Chris Fregly, Smokey and the Multi-Armed Bandit featuring BERT Reynolds

11/13/2020
Views 227
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amazon web services, batch processing, experiment, machine learning, multi-armed bandit, open-source software, prediction, reinforcement learning, simulation, streaming data, web service, ada (programming language), amazon (company), attention, blog, burt reynolds, control flow, ground truth, hyperparameter (machine learning), serverless computing, slot machine, software framework, use case, world wide web, smokey and the bandit
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Engaging new and diverse audiences with ML

07/13/2021
Views 604
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anomaly detection, audience engagement, biodiversity, cloud computing, developers, education, google cloud, google cloud platform, google for games, google games, intelligence, machine learning, mobile game, natural language processing, reinforcement learning, risk, tensorflow, abuse, boredom, cluster analysis, harassment, hatred, infidelity, internet troll, multiplayer video game, statistical classification, video game, word embedding, group cohesiveness, type: conference talk (full production), purpose: educate, game development conference, game development event, ggds, ggds 2021, google for games 2021, google game development, googleforgames, pr_pr: google for games, engaging audience, game studio, gaming engagement, personalized experiences
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No-regret Exploration in Contextual Reinforcement Learning

08/06/2020
Views 69
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algorithm, dimension, learning, machine learning, optimism, probability, reinforcement learning, confidence interval, estimation theory, function (mathematics), generalized linear model, goal, gradient, logarithm, matrix (mathematics), parameter, polynomial, probability distribution, random variable, sequence, smoothness, variable (mathematics), covariance matrix, linearity, categorical distribution
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Finite-Memory Near-Optimal Learning for Markov Decision Processes with Long-Run Average Reward

08/05/2020
Views 30
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energy, finance, information, knowledge, language, learning, mathematics, memory, probability, property, reinforcement learning, research, technology, texas, bribery, function (mathematics), goal, mathematical optimization, maxima and minima, mole (unit), password, reinforcement, tradition, use case, almost surely
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OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation

08/05/2020
Views 39
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algorithm, australia, currency, experiment, inference, information, insurance, knowledge, learning, metal, neural network, paypal, reinforcement learning, tax, astronaut, categorical variable, cattle, door, observation, orthodontics, recurrent neural network, reinforcement, tank, union (american civil war), categorical distribution
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Mutual Information Based Knowledge Transfer Under State-Action Dimension Mismatch

08/05/2020
Views 36
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dimension, disability, experiment, information, knowledge, learning, motivation, question, reinforcement learning, robot, space, transfer learning, auction, correlation and dependence, covariance, expected value, function (mathematics), knowledge transfer, matrix (mathematics), parameter, covariance matrix, variation of parameters, mutual information, transfer of learning, channel orange
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Amortized Bayesian Optimization over Discrete Spaces

08/05/2020
Views 252
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emotion, evolution, experiment, food, insurance, iteration, learning, license, neural network, protein, reinforcement learning, revolution, silver, solution, space, basalt, dna, hotel, mathematical optimization, parameter, patient, reinforcement, inner loop
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Efficient Rollout Strategies for Bayesian Optimization

08/05/2020
Views 130
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engineering, future, information, learning, machine learning, protein, reinforcement learning, simulation, accuracy and precision, estimator, evaluation, expected value, function (mathematics), gaussian process, global positioning system, mathematical optimization, monte carlo method, normal distribution, random variable, reinforcement, uncertainty, variance, xbox one, monte carlo integration
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Dueling Posterior Sampling for Preference-Based Reinforcement Learning

08/06/2020
Views 123
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algorithm, experiment, feedback, information, iteration, learning, probability, reinforcement learning, simulation, space, tax, utility, attention, decision-making, function (mathematics), information theory, linear regression, mathematical optimization, parrot, race (human categorization), regression analysis, sampling (statistics), vector space, inner product space, assignment problem
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Machine Learning Workshop at the 2020 AI Summit by Aditya Vetukuri

08/23/2020
Views 28
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algorithm, chess, computer programming, computing, data mining, deep learning, email, machine learning, programming language, reinforcement learning, software , application software, deep blue (chess computer), dimensionality reduction, facial expression, garry kasparov, perceptron, recommender system, supervised learning, training, validation, and test sets, unsupervised learning, chess engine, frank rosenblatt
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Reinforcement Learning: Methods and Applications

05/08/2021
Views 241
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analytics, data analysis, data science, deep reinforcement learning, intelligence, learning, news, prediction, predictive analytics, reason, reinforcement learning, research, speed, statistics, technology, water, wids, women in ai, dynamic programming, equation, evaluation, expected value, force, function (mathematics), matrix (mathematics), monte carlo method, stochastic, stochastic process, telecommunication, time travel, translation, understanding, data science conference 2020, wids mumbai 2020, women in programming, reinforcement learning algorithms, reinforcement learning tutorial
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HADCV21-Aspects-of-Realtime-Act-Detection-Kuehne Part 5

01/05/2021
Views 103
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food, information, learning, mexico, prediction, reason, reinforcement learning, time, video, accuracy and precision, apple inc., cluster analysis, correlation and dependence, data compression, entropy, evaluation, health policy, map, multimodal interaction, proton, regularization (mathematics), reinforcement, sampling (statistics), stimulus modality, hadcv21 , real-live action detection, zero-shot learning, chemical kinetics
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Learning from Limited Labeled Data: Challenges and Opportunities for NLP

07/23/2020
Views 1.08 K
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database, deep learning, machine learning, natural language processing, nlp, open-source software, reinforcement learning, semi-supervised learning, software , arabic, automatic summarization, data model, expert system, human–computer interaction, linguistics, machine translation, multilingualism, tf–idf, training, validation, and test sets, phonetics, phonetic transcription, phoneme, grammatical conjugation, machince learning, gpt-3, weak supervision, phone (phonetics)
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AI FOR WASTEWATER MANAGEMENT

11/12/2020
Views 635
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artificial intelligence, automation, biology, digital transformation, infrastructure, innovation, machine learning, modeling, recycling, reinforcement learning, research, startups, sustainability, sustainable development, sustainable development goals, weather, chemical reaction, drinking water, irrigation, research and development, sanitation, sewage, sewage treatment, supervised learning, toilet, wastewater, business applications, stormwater, sanitary sewer, reclaimed water, big data summit 2021, entrepreneurial support, high-tech companies, technology professionals, the research park, the university of illinois , bigdata2020, entrpreneurship, clarifier, flush toilet
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AWS DEEPRACER LEAGUE

11/12/2020
Views 183
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amazon web services, artificial intelligence, big data, communication, creativity, digital transformation, innovation, internet of things, machine learning, modeling, reinforcement learning, robotics, self-driving car, simulation, social media, team, teamwork, training, adaptive cruise control, artificial neural network, cruise control, hyperparameter (machine learning), lidar, parameter, trial and error, understanding, business applications, automatic parking, big data summit 2021, high-technology, innovation hub, technology commercialization, technology innovation, technology professionals, the research park, the university of illinois , bigdata2020, technology business , network management
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MACHINE LEARNING FOR COVID-19 MITIGATION

11/12/2020
Views 207
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artificial intelligence, cloud technologies, digital transformation, epidemic, innovation, machine learning, memory, neural network, pandemic, prediction, reinforcement learning, science, artificial neural network, covid-19 pandemic, infection, influenza, recurrent neural network, regression analysis, smallpox, social distancing, time series, unsupervised learning, virus, severe acute respiratory syndrome, spanish flu, middle east respiratory syndrome, stay-at-home order, bigdata2020, big data summit 2021, product development programs, technology innovation, the research park, network management, entrpreneurship, 1889–1890 pandemic, 1957–1958 influenza pandemic, bubonic plague
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Real Roboticist -- Peter Corke : Learning

10/26/2020
Views 527
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analytics, computer, engineering, ethics, human, innovation, language, learning, machine, machine learning, mining, reinforcement learning, robot, robotics, science, technology, attention, control theory, credit card, electrical engineering, electronics, perception, redbox, tunnel, the gabba
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Translating ML Predictions Into Better Real-World Results with Decision Optimization - Dan Becker

02/07/2021
Views 154
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customer lifetime value, data science, forecasting, innovation, machine learning, negotiation, prediction, programming language, reinforcement learning, retail, robotics, simulation, web application, active users, alphago, complexity, datarobot, generalized linear model, grocery store, ground truth, microsoft excel, parameter, regression analysis, training, validation, and test sets
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Industrial Applications of Reinforcement Learning - Phil Winder

02/05/2021
Views 317
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automation, computer vision, email, feeling, html, machine learning, mind, multi-armed bandit, reinforcement learning, robotics, sales, simulation, strategy, traffic, amazon alexa, html element, humanoid robot, pricing, reinforcement, sense, software framework, speed limit, lightweight markup language
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Advances in Data Science Conference 2020: Jan Peters

06/23/2020
Views 63
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engineering, intelligence, learning, nothing, probability, reason, reinforcement learning, robot, robotics, science, simulation, bullet, fellow, imitation, probability distribution, reinforcement, roomba, table tennis, vacuum, vacuum cleaner, institute of electrical and electronics engineers, hard problem of consciousness, trajectory, technische universität darmstadt
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ML Summit: Predict | Driving better user experience via the reward function of RL-based recommenders

10/20/2020
Views 75
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behavior, bias, computer, disability, education, experiment, feedback, history, information, learning, misinformation, prediction, reinforcement learning, robotics, time, utility, accuracy and precision, artificial neural network, attention, chart, imputation (statistics), recommender system, reinforcement, reward system, server (computing)
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ML Summit: Build | What Does a Model Learn?

10/14/2020
Views 94
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computer vision, deep learning, dimension, expert, gender, health care, information, internet of things, learning, machine learning, prediction, privacy, reason, reinforcement learning, research, self-driving car, space, alphago, artificial neural network, curiosity, end user, reliability (statistics), supervised learning, understanding, visual perception
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AWS ML Summit 2021 | Get Rolling on Machine Learning with AWS DeepRacer

06/02/2021
Views 722
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ai, amazon, amazon web services, artificial intelligence, aws, intelligence, learning, machine learning, pixel, prediction, reinforcement learning, robot, simulation, statistics, artificial neural network, cartesian coordinate system, convolutional neural network, distance, dog, grayscale, pet, python (programming language), race (human categorization), reinforcement, unsupervised learning, waypoint, aws machine learning summit, aws ml summit, no expertise required, mle202
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Challenges and Opportunities for Creating Agents in Commercial Games

10/23/2020
Views 16
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adoption, algorithm, artificial intelligence, automation, autonomy, computer, deep reinforcement learning, experiment, games, infrastructure, interview, learning, qualitative research, reinforcement learning, research, system, technology, youtube, behaviorism, evaluation, natural environment, nature, reinforcement, software agent, use case, semi-structured interview
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