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Related lectures (32)
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Big Data Ecosystems: Technologies and Challenges
Covers the fundamentals of big data ecosystems, focusing on technologies, challenges, and practical exercises with Hadoop's HDFS.
Implementation Research: Needs Assessment
Emphasizes the importance of needs assessment in implementation research using various methods and data sources.
Bulky Hamiltonian isotopies
Explores the concept of bulky Hamiltonian isotopies of Lagrangian tori.
Distributed Computing: Challenges and Solutions
Explores challenges in distributed computing, data growth, and data types, emphasizing the battle against the three Vs in big data.
Deep Learning Accelerators: Optimization Strategies
Explores optimization strategies for deep learning accelerators, emphasizing data movement reduction through batching, dataflow optimizations, and compression.
Model Database Resolution
Covers model database resolution, hydrology, GIS, connections, transitions, and validation using various datasets.
Data Ingestion Layer: SmartDataLake
Explores the data ingestion process in SmartDataLake, including datasets and the RAW platform.
Unsupervised Learning: Clustering & Dimensionality Reduction
Introduces unsupervised learning through clustering with K-means and dimensionality reduction using PCA, along with practical examples.
River Hydraulics and Modeling: Semi-Distributed Approach
Explores river hydraulics, modeling, and calibration using a semi-distributed approach for accurate forecasting and water resource management.
Maximum Likelihood Inference
Explores maximum likelihood inference, comparing models based on likelihood ratios and demonstrating with a coin example.