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Data Science at Scale

This class was created by Brainscape user Matthew Gilbert. Visit their profile to learn more about the creator.

By: Matthew Gilbert
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Decks in this class (14)

Introduction
What are the three v s of big data 1,
What areas of life have changed w...,
What are the main characteristics...
3  cards
Data Intensive Applications
How was data historically stored 1,
What are the limitations of a sin...,
What functionality is required of...
19  cards
Data Models
What does a data model do 1,
What does the object relational m...,
What does the document model prov...
13  cards
Storage and Retrieval
What are the two types of databas...,
What are logs 2,
What is the disadvantage of log f...
13  cards
Distributed Architectures
What are the two types of scaling 1,
What is vertical scaling 2,
What is horizontal scaling 3
35  cards
Paxos
What is the paxos algorithm 1,
What roles can nodes have in paxos 2,
What is a proposer node 3
11  cards
Batch and Stream Processing
What are the three classes of sys...,
What are services 2,
What is a batch processing system 3
37  cards
Online Learning
What are the two types of batch l...,
How does full batch learning work 2,
What is the advantage of full bat...
13  cards
Distributed Machine Learning
What are the 7 different communic...,
What is the push communication pa...,
What is the pull communication pa...
16  cards
Concept Drift Detection
What are the three types of conce...,
What are three drift detection al...,
How does adwin work 3
4  cards
Tensors
What is a sparse tensor 1,
What is a dense tensor 2,
What is sparsity 3
5  cards
Virtualisation and Containerisation
Why are virtualisation and contai...,
What is virtualisation 2,
Which specialised software are us...
9  cards
Thread-level Parallelism
What is thread level parallelism 1,
What are the three types of paral...,
How does single instruction multi...
8  cards
Software-hardware co-design
Why is software hardware co desig...,
What was the impact of ai and ml ...,
What are the three types of design 3
12  cards

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Data Science at Scale

  • Class purpose General learning

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