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MLCon | Machine Learning Conference

A Cabinet of Deep Learning Curiosities - Unconventional Techniques and Overlooked Methods

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Explore unconventional deep learning techniques, from obscure hacks to overlooked best practices, that have proven surprisingly effective in real-world projects.
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1 Lesons
37 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Artificial Intelligence: Miracle or Menace

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Erörterung der Auswirkungen, Chancen und Risiken künstlicher Intelligenz auf unsere Zukunft aus der Perspektive eines Experten.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

It's All About Machines and Creating Their Minds

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Exploring user-centric AI design: How to create socially integrated, accepted, and beneficial machine learning systems for future businesses and daily life.
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1 Lesons
37 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

From Zero to Deep Learning Enhanced App

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Practical insights on developing a Deep Learning Android app, from data collection to production deployment using TensorFlow, with tips on choosing the right approach and best practices.
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19 Lesons
57 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Coding Deep Learning

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Explore deep learning fundamentals, including matrix algebra and calculus, and get practical tips for using frameworks like Keras, PyTorch, and TensorFlow in this informative session.
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1 Lesons
59 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Enterprise Tensorflow

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Explore integrating TensorFlow models into Java enterprise environments, covering deployment, version control, and integration with popular server frameworks like Spring and Apache CXF.
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12 Lesons
1 hour 3 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Long Short-Term Memory - LSTM Models with TensorFlow

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Dive into LSTM implementation using TensorFlow's Python API for natural language understanding. Learn the math and code behind this powerful RNN architecture in a hands-on session.
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1 Lesons
1 hour
On-Demand
Free-Video
MLCon | Machine Learning Conference

Natural Language Support with LUIS

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Explore natural language understanding with LUIS for building conversational UIs and bots. Learn fundamental concepts, live coding demos, and practical applications in this comprehensive talk.
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22 Lesons
1 hour 3 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Algorithmic Architecture, Real-time AI and Alpha

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Explore real-time AI trading systems, algorithmic architecture, and overcoming challenges in building scalable, robust AI for multi-instrument trading and cross-sector correlation analysis.
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12 Lesons
1 hour
On-Demand
Free-Video
MLCon | Machine Learning Conference

IoT and AI Software in Industry and Production

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Explore the transformative potential of IoT data and AI in industry, focusing on Reinforcement Learning for industrial control tasks, from energy management to product quality optimization.
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1 Lesons
45 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Commodity.AI

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Explore the potential commoditization of AI, its challenges, and implications for businesses. Learn about cloud AI services and strategies for AI startups in a competitive landscape.
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25 Lesons
29 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Machine Learning in the Browser

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Explore the frontier of machine learning in web browsers, covering state-of-the-art libraries, implementation challenges, and performance optimization techniques for browser-based ML applications.
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1 Lesons
1 hour
On-Demand
Free-Video
MLCon | Machine Learning Conference

Too Many Ideas, Too Little Data

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Explore strategies for building data pipelines from scratch, leveraging open data, web-sourced information, and collected data to create innovative data products that address customer needs in data-scarce environments.
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1 Lesons
44 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

How We Built a Job Recommender SaaS with Deep Learning to Disrupt the Job Market

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Discover how deep learning and modern ML tools were used to create a multilingual job recommender system, revolutionizing job matching for a public employment service.
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16 Lesons
45 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Machine Learning on Source Code

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Explore Machine Learning on Source Code: trends, tools, and applications like deep code suggestions and structural embeddings. Learn how ML can improve developers' daily lives and gain insights from projects.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Kick-Start Your Understanding of Machine Learning with Python

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Practical guide to building ML applications in Python, focusing on text classification using unsupervised and supervised learning techniques with visualization and deep learning examples.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Reinforcement Learning and Minecraft - ML Con Spring 2018

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Explore reinforcement learning through Minecraft's AI platform, Project Malmo. Learn to solve problems using deep learning techniques in a unique experimental environment.
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22 Lesons
41 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Gamified Control - China's Social Credit Systems

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Explore China's Social Credit Systems: gamification, big data, and AI for behavior rating. Examine societal impacts and global implications of tech-driven social control.
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14 Lesons
28 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Machine Learning Sucks

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Explore common pitfalls in machine learning and strategies to overcome them, while acknowledging the field's challenges and potential for innovation in business and technology.
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14 Lesons
36 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Quick Start with AI for Businesses

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Strategies for businesses to quickly adopt AI, focusing on data collection, management involvement, and model capabilities. Proposes an embedded approach for efficient implementation and scaling.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Boost Your App with Machine Learning APIs

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Discover how to enhance your app using pre-trained Machine Learning APIs for text, image, audio, and video analysis, with a live interactive demo showcasing practical applications.
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1 Lesons
1 hour
On-Demand
Free-Video
MLCon | Machine Learning Conference

The Ethics of AI - Dealing with Difficult Choices in a Non-Binary World

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Explore ethical challenges in AI, including bias, dark patterns, and societal impact. Learn to make responsible decisions and shape a better technological future.
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21 Lesons
29 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Chatbots Suck

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Explore common chatbot failures, lessons learned, and strategies for building effective conversational AI with insights from Chatlayer's experiences and industry best practices.
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1 Lesons
52 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Deep Probabilistic Modelling with Pyro

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Explore deep probabilistic modeling with Pyro, combining probabilistic methods and neural networks for better uncertainty handling and decision-making in machine learning applications.
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27 Lesons
33 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

How do Chess Engines Work - Looking at Stockfish and AlphaZero

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Explore chess AI evolution: from Deep Blue's algorithms to Stockfish's Minimax, and AlphaZero's revolutionary self-learning approach using Monte Carlo Tree Search and neural networks.
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1 Lesons
1 hour
On-Demand
Free-Video
MLCon | Machine Learning Conference

TensorFlow Training on the JVM

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Explore TensorFlow training on the JVM, combining ML models with Java for commercial projects. Learn architecture, operations, and practical implementation techniques.
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23 Lesons
34 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Honey Bee Conservation Using Deep Learning

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Explore DeepBee: an innovative tool using deep learning for automatic honeybee colony assessment, streamlining the process of counting and classifying comb cells for beekeepers.
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1 Lesons
44 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Reinforcement Learning - A Gentle Introduction and Industrial Application

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Explore reinforcement learning's principles and real-world application in siphonic roof drainage systems, reducing fail rates by 70% for large buildings during heavy rainfall.
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20 Lesons
50 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

How to Implement Chatbots in an Industrial Context

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Explore industrial chatbot implementation: design principles, architecture, ML algorithms, testing challenges, and continuous improvement strategies. Includes live demonstration of ThoughtWorks' chatbot.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

How to Track Progress and Collaborate in Data Science and Machine Learning Projects

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Practical guidelines for organizing, tracking, and collaborating on data science projects, covering code management, metrics tracking, and effective communication between teams.
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1 Lesons
31 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Predicting New York City Taxi Demand - Spatio-Temporal Time Series Forecasting

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Explore spatio-temporal forecasting for NYC taxi demand using advanced models like LSTM and TCN, reducing prediction errors by 40% compared to baseline methods.
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1 Lesons
40 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Unsupervised Learning with Autoencoders

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Explore autoencoder variants, their applications in unsupervised learning, and real-world use cases. Learn about anomaly detection, denoising, and generative models in this comprehensive overview.
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19 Lesons
49 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

The More Data, the Better the AI, Isn't It?

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Exploring data quality challenges in AI and deep learning, with insights on maintaining high-quality datasets for optimal algorithm performance in document data extraction.
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1 Lesons
39 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Evolution 3.0 - Solve Your Everyday Problems with Genetic Algorithms

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Explore genetic algorithms for solving everyday problems like scheduling and meal planning. Learn to code from scratch and understand algorithm stages for practical applications.
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12 Lesons
44 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

How We Used Reinforcement Learning to Solve the Abbey of Crime

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Explore how AI and reinforcement learning were used to conquer the challenging 1987 RPG "Abbey of Crime," overcoming its complexity within 120k of data to complete the game autonomously.
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1 Lesons
52 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

The Data Janitor Returns

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Practical insights on data-driven decision-making with limited resources. Covers roles, challenges, and real-world solutions in data management, avoiding hype and focusing on impactful strategies.
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45 Lesons
48 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Mining Software Development History - Approaches and Challenges

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Explore software development history analysis, including embeddings, time warping, and clustering techniques. Learn to extract insights from version control logs and predict future trends.
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1 Lesons
54 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Robots and Ethics in the Digital Age

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Explore ethical implications of robotics across various fields, examining philosophical perspectives and practical considerations for responsible development and implementation.
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17 Lesons
49 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Data to the Rescue! Predicting and Preventing Accidents at Sea

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Predicting and preventing maritime accidents using machine learning, leveraging ship behavior data, weather information, and operational profiles to revolutionize the marine insurance industry.
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41 Lesons
30 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Human - AI Interaction Loop Training as a New Approach for Interactive Learning

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Explore a novel approach combining imitation learning with reinforcement learning methods, leveraging human feedback to enhance AI decision-making in complex environments.
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1 Lesons
39 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Data to the Rescue - Predicting and Preventing Accidents at Sea

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Revolutionizing marine safety through data science: predicting accidents using ship behavior, location, speed, and weather data. Challenges of introducing ML to traditional industry and explaining models with SHAP.
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1 Lesons
24 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Case Study - Making the Most out of a Doomed Project

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Explore strategies for salvaging doomed ML projects, handling challenges, and extracting value from difficult situations in this insightful case study presentation.
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25 Lesons
27 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Deep Learning - The Final Frontier for Time Series Analysis

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Explore deep learning's potential in time series analysis, covering classification, prediction, and anomaly detection. Learn how neural networks can revolutionize processing of sequential data across various domains.
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25 Lesons
48 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Continuous Delivery for Machine Learning Applications with Open Source Tools

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Explore implementing continuous delivery for ML applications using open-source tools. Learn to automate development processes, integrate mixed teams, and continuously improve chatbots in production environments.
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1 Lesons
51 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Automatic Image Cropping for Online Classifieds

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Explore an AI-powered image cropping system for online classifieds, enhancing thumbnail attractiveness and buyer engagement through deep learning and salient region identification.
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33 Lesons
29 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

From Paper to Product - How We Implemented BERT

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Explore the journey of implementing BERT in a natural language generation product, from initial research to production deployment. Learn about challenges, successes, and valuable lessons for NLP practitioners.
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37 Lesons
49 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Explainable AI with Machine Teaching

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Explore the shift from Machine Learning to Machine Teaching, addressing explainability, data access, and algorithm control. Learn about transformative industry applications and real-world examples.
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10 Lesons
21 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Building Emotionally Intelligent Machines

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Explore advancements in emotional machine learning and its potential to revolutionize human-machine interactions, discussing pros and cons of emotionally intelligent AI systems.
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1 Lesons
20 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Next Generation AI - Emotional Artificial Intelligence Based on Audio

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Exploring emotional AI's ability to analyze speech for demographic, emotional, and health insights, revolutionizing human-machine interaction across industries.
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22 Lesons
41 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

First Steps to Interpretable Machine Learning

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Explore interpretable machine learning using SHAP values to understand model predictions and feature importance, based on a real data science project with practical insights.
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15 Lesons
21 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Everything You Need to Know about Security Issues in Today's ML Systems

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Comprehensive overview of security vulnerabilities in ML systems, covering poisoning, evasion, and inversion attacks, with focus on adversarial examples and their impact on various applications.
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14 Lesons
25 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

From NASA to Hollywood - Using Predictive Analytics and Machine Learning

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Explore predictive analytics and machine learning applications in NASA spaceflight systems and Hollywood movie risk assessment, covering parametric and non-parametric models for high-risk, low-instance systems.
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20 Lesons
30 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Language - The Next Stronghold to Be Taken by AI

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Explore recent AI breakthroughs and discover why natural language understanding is poised to be the next major frontier in artificial intelligence.
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1 Lesons
44 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Language - The Next Stronghold to Be Taken by AI

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Explore AI's impact on language, from recent breakthroughs to future possibilities, covering computer vision, natural language understanding, and feature learning.
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12 Lesons
39 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

MLOps - Automated Machine Learning Made Easy

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Explore AI and ML optimization techniques to enhance business outcomes through data understanding and model improvement.
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1 Lesons
45 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

An Introduction to Natural Language Generation

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Explore natural language generation through real-world examples, deep learning techniques, and transformer models. Learn about word embeddings, BERT, GPT, and practical applications in various domains.
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18 Lesons
49 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Using Predictive Analytics and Machine Learning

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Explore predictive analytics and machine learning applications from NASA to Hollywood, focusing on critical decisions, risk management, and innovative solutions in complex systems.
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21 Lesons
30 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Honey, I Shrunk the TinyML

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Explore TinyML: train, convert, and run machine learning models on microcontrollers. Learn quantization, pruning techniques, and step-by-step integration for embedded AI applications.
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1 Lesons
49 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Kotlin for Machine Learning

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Explore Kotlin's potential in machine learning projects, from data cleaning to model deployment. Learn about Kotlin tools for data science, including Jupyter notebooks, visualizations, and dataframes.
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1 Lesons
48 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Using A.I to Make Recommendations for Career Progression

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Explore AI-driven career recommendations using multivariate matching algorithms. Learn how to identify suitable careers, quantify specialization, and gain insights into career progression paths beyond your current field.
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1 Lesons
28 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Why Security Is Important in ML and How To Secure Your ML-based Solutions

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Explore security risks in AI/ML adoption, focusing on secure coding practices in Python. Learn techniques to improve code hygiene and protect against vulnerabilities in ML-based solutions.
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1 Lesons
55 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Practical LLM Fine-Tuning for Semantic Search

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Explore fine-tuning LLMs for semantic search in specialized domains. Learn data requirements, training techniques, and practical insights to enhance search capabilities using open-source tools.
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1 Lesons
49 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Scalable Data Pipelines for ML - Integrating Argo Workflows and dbt

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Discover how to build scalable ML data pipelines by integrating Argo Workflows and dbt. Learn to handle large datasets, optimize infrastructure, and enhance ML project efficiency through robust ELT processes.
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1 Lesons
46 minutes
On-Demand
Free-Video