Optimizing Pinterest Shopping Recommendations for Purchases
Discover how Pinterest optimizes shopping recommendations across platforms to drive purchases using advanced AI techniques, item embeddings, and conversion models.
Constructing a Knowledge Graph for the World's Largest Professional Network
Explore how LinkedIn builds and utilizes Knowledge Graphs to enhance user experience and power products through deep NLP, GNN models, and holistic optimization of social network data.
Engineering and Production Techniques for Managing Feature Drift in AI Models
Explore engineering techniques for managing feature drift in large-scale AI models, drawing insights from real-world case studies and best practices.
Software for Quantum Machine Learning
Explore quantum machine learning algorithms, adapting deep learning concepts to train quantum computers using familiar tools like TensorFlow and PyTorch.
Managing Machine Learning Experiments with MLflow
Learn to manage ML experiments, reproduce pipelines, and deploy models using MLflow, an open-source tool for streamlining the machine learning lifecycle.
Train Your First NLP Transformer Model with Amazon SageMaker
Learn to train and deploy NLP Transformer models using Amazon SageMaker and Hugging Face. Gain hands-on experience with cutting-edge deep learning techniques for natural language processing.
Machine Learning for Space Exploration
Explore AI's role in revolutionizing space exploration, from autonomous robots to planetary science, and learn about challenges and applications in safety-critical systems.
All You Need Is Consistent Promotions - AI-Driven Retail Demand Planning
Explore AI-driven retail promotion planning, focusing on monotonicity and smoothness in demand estimation. Learn about Kinaxis' Optimize product and model-agnostic methodologies for consistent promotions.
Distance Metric Learning and Mutual Funds Categorization - Part 1
Explore distance metric learning for mutual fund categorization, resolving paradoxes in previous research and improving accuracy in identifying similar funds for various applications.
AI Inference Workloads - Solving MLOps Challenges in Production
Overcome MLOps challenges in production inference workloads. Learn strategies for improving throughput, reducing latency, and maximizing GPU utilization in AI deployments.
The AI Economist: Economic Policy Design Using Deep Reinforcement Learning and AI Simulations
Explore AI-driven economic policy design using deep reinforcement learning and simulations. Learn how AI can improve equality, productivity, and public health outcomes in complex socio-economic challenges.
Bringing Structure Into an Unstructured World - Applying State-of-the-Art Machine Learning at Digits
Explore how Digits applies transformer models to extract structured information from unstructured financial data and deploys ML experiments in production using TensorFlow.
Interpretable Self-Explanatory Machine Learning Models
Explore interpretable machine learning models that are self-explanatory, focusing on making complex neural networks more transparent and understandable for critical applications.
Open Source Privacy Preserving Inference in Medical Imaging
Explore privacy-preserving machine learning in healthcare, focusing on secure prediction-as-a-service and model testing. Learn about CrypTFlow, a system for compiling TensorFlow/ONNX to secure computation protocols.
Deep Learning Based Lung Ultrasound Video Classification to Predict COVID-19
Explore deep learning techniques for classifying lung ultrasound videos to predict COVID-19, leveraging advanced machine learning for medical diagnostics.
State-of-the-Art Deep Learning-Based Object Detection in 2D
Explore state-of-the-art object detection systems, including two-stage, one-stage, and transformer-based approaches. Learn to upgrade detection pipelines and tackle key challenges in 2D and 3D object detection.
Using Speech and Machine Learning in the Diagnosis of Neurological Diseases
Explore innovative diagnostic tools combining speech processing and machine learning for early detection of age-related neurological conditions, enhancing treatment outcomes and patient care.
The Value of AI-Powered Conversational Agents in Digital Strategy - Part 1
Explore the role of AI-powered conversational agents in retail banking, focusing on their impact on client interactions and digital strategy success.
Exceeding Customer Expectations with Machine Learning
Explore how retailers leverage machine learning to enhance customer experiences, boost revenue, and optimize processes. Learn about impactful use cases and implementation strategies.
Development of Machine Learning Methods to Improve ESG Scores and Responsible Investment Decisions - Part 1
Explore machine learning methods for improving ESG scores and responsible investment decisions. Learn to extract and analyze ESG information from company disclosures using NLP techniques.
Fund2Vec: Mutual Funds Similarity Using Graph Learning
Explore a novel approach to identify similar mutual funds using graph learning and network embedding techniques, providing data-driven insights for portfolio analysis and fund recommendations.