Classification of Euler Characteristic Transforms Using CNNs - 5/9/24
Explore how Euler Characteristic Transforms and CNNs can be used for shape classification, with a focus on leaf datasets. Learn about ECT-CNN pipeline, rotation equivariance, and practical applications.
Accelerating Drug Discovery with AI - Insights from Isomorphic Labs
Explore AI's transformative role in drug discovery with Isomorphic Labs experts, discussing challenges, innovations, and future prospects in biotech and healthcare.
From AI to GX: The Quantum Leap in Algorithmic Evolution
Explore the evolution from AI to Generative Algorithms (GX) and its impact on algorithm design, creativity, and innovation in technology and society with insights from industry expert Jepson Taylor.
Big Data in Biology - How EMBL Delivers Big Data for Biology, and Some Highlights
Explore how EMBL manages and utilizes big data in biology, with insights on key developments and applications in genomics and bioinformatics.
Building a Data Science Program in Higher Vocational Education
Explore a two-year data science program designed for higher vocational education, featuring industry-aligned courses and modern educational approaches like Discord communities and GitHub portfolios.
Visualizing and Analyzing Event Sequence Data
Explore techniques for analyzing event sequence data, including causal inference, deep learning, and generative AI, to extract valuable insights from high-dimensional business process data.
Accelerators Made Easy - Improving MLOps at Loblaw Digital Using Vertex AI
Leverage Vertex AI for efficient matrix multiplication in MLOps. Build scalable recommendation engines using Google Cloud Platform's tools for improved product relevance.
Transformers in Time Series: A Survey
Explore the application of Transformer models in time series analysis, covering recent advancements and potential future directions in this rapidly evolving field.
Accurate Medium-Range Global Weather Forecasting with 3D Deep Neural Networks
Explore AI-powered global weather forecasting using 3D deep networks and Earth-specific priors. Learn about Pangu-Weather's accuracy in medium-range predictions and extreme weather tracking.
How Much AI is in AI Engineering
Explore the role of AI in engineering, examining its applications and limitations in modern software development practices.
Mathematics for Deep Neural Networks: Introduction - Lecture 1 of 5
Explore mathematical foundations of deep neural networks, including algorithms, data fitting, and theoretical approaches in this comprehensive overview.
Computer Vision in Practice - Building an End-to-End Pipeline for Object Detection and Segmentation
Build an end-to-end image segmentation pipeline using deep learning. Learn dataset customization, model training, validation, testing, and mobile deployment techniques.
Serverless for Machine Learning Pipelines
Explore serverless architecture for ML/DL deployment, utilizing AWS services to organize scalable and affordable deep learning workflows for efficient model training and operationalization.
Machine Learning in Finance - Lessons Learned
Explore ML's impact on finance, its current capabilities, and best practices for implementation. Learn to identify opportunities and avoid pitfalls in trading and banking applications.
Deep Learning Across Label Confidence Distribution via Transfer Learning
Improve predictive power in noisy data systems using Filtered Transfer Learning (FTL). Learn to handle datasets with varying label confidence through hierarchical fine-tuning and iterative filtering.
Introduction to TensorFlow - Hands-on Workshop
Explore TensorFlow through hands-on practice, completing an end-to-end tutorial to gain practical skills in building and deploying machine learning models.
AI and Advanced Analytics in Retail
Explore key ML, DL, RL, and Graph Analytics use cases in Retail, with a demo of Microsoft Azure AI platform's MLOps capabilities in a Retail environment.
Deep XVA - Efficient Derivative Valuation for Risk Management
Explore efficient XVA calculation using deep learning, GPU computation, and AAD for computationally intensive finance models.
Semantic Segmentation in Satellite Imagery
Explore advanced techniques in deep learning for image segmentation and object detection, focusing on practical applications in autonomous driving.
How Blockchain Can Enable Better and More Ethical AI
Explore how blockchain technology can enhance AI development by providing transparency, traceability, and ethical safeguards against misuse like deepfakes and biased training models.
A Cabinet of Deep Learning Curiosities - Unconventional Techniques and Overlooked Methods
Explore unconventional deep learning techniques, from obscure hacks to overlooked best practices, that have proven surprisingly effective in real-world projects.