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SF Data Weekly - Pinterest's DoctorKafka, Warehousing w/ Amazon Redshift, GPU DBs, Neural Nets and Analyzing Cryptocurrencies

August 28 · Issue #30 · View online
SF Data Weekly
Our Pick
ML essentials: Best practices, categories and misconceptions
Data Pipelines
How we saved over $240K per year by replacing Mixpanel w/ BigQuery, Dataflow & K8s
Google Reference Architecture for Mobile Gaming Analytics
From Data Lake to Data Warehouse with Amazon Redshift
A diagram of data workflow
Data Storage
The rise of GPU databases
GPUs offer huge advantages over CPUs when processing large amounts of data
Amazon Aurora: Reducing costs using quorum sets
How to configure an Apache Spark standalone cluster and integrate with Jupyter: Step-by-Step
DoctorKafka: Kafka cluster healing and workload balancing
High-level overview of DoctorKafka
Data Analysis
The mostly complete chart of Neural Networks
Some of the explained Neural Network topologies
Basic statistics every data scientist should know
Evaluating a classification algorithm
Data Visualization
Visualizing your exploratory data analysis
A correlation heatmap among variables
Data-driven Products
Analyzing cryptocurrency markets using Python
Cryptocurrency prices
Make your pixel tracker with AWS Kinesis Firehose and Redshift
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