$800

Data Science Training (Weekend Class) in Bellevue, WA

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Z2 DataLabs

3600 136th Pl SE Suite 300

Bellevue, WA 98006

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Machine Learning from Scratch!

Visit http://www.z2datalabs.com/data-science for more details.

NEXT START DATE: JULY 15, 2017
DURATION: 48 HOURS
CLASS TIME: SATURDAYS AND SUNDAYS 1 PM TO 5 PM
END DATE: AUGUST 27
, 2017
LOCATION: 3600 136TH PL SE SUITE 300 BELLEVUE, WA
COST: $800

The Data Science and Machine Learning course will enable participants to implement the most widely used Machine Learning algorithms for a range of real-world data sets. We will use Pandas and scikit-learn, the popular Python Data Science packages. We will take a handful of real-world examples through all the steps from data preparation to applying algorithms and evaluating their performance. Datasets will include the Wisconsin breast cancer study, Seattle housing prices and several other standard example sets. Methods will include Linear Regression, Logistic Regression, Decision Trees, Clustering and Nearest Neighbor algorithms, as well as how to structure an implementation to deal with common practical requirements and determine optimal solutions.

We will also cover advanced topics in the field, including cutting-edge advancements such as ML as a Service, Online Machine Learning, ML for Big Data and Open Source Software Technologies used to build ML/AI stack. Throughout we will focus on real world implementations and how to use these powerful tools to draw useful insights from often imperfect raw data. Along the way, students will have assistance in preparing for the job search through resume review and interview preparation.

TOPICS INCLUDE
  • Python refresher
  • Pandas
  • Scikit-learn
  • Cleaning and organizing data
  • Regression
  • Decision Trees and Random forests
  • Clustering
  • Nearest Neighbor
  • Ensemble Classifiers
  • Structuring ML implementation
  • ML as a Service
    • o Azure ML, Amazon ML and Google ML
    • o Operationalization of ML models
  • Online Machine Learning
    • o Stochastic Gradient Descent
    • o Vowpal Wabbit
  • Experimentation of ML Models
    • o Google Analytics Content Experiments
    • o A/B hypothesis Testing

Instructor

ABHISHEK GOSWAMI

Abhishek works in the Azure Machine Learning team at Microsoft. He has several papers and patents in the field of data science, machine learning and big data. He has used machine learning in diverse real-world scenarios, such as ad pricing, click prediction, financial forecasting, user segmentation, customer churn prediction and natural language processing.

Abhishek blends ML theory with practice, and has hands-on experience with several machine learning libraries such as scikit-learn, vowpal wabbit, sparkml, tensor-flow and cntk. Abhishek did his M.S. from SUNY, Stony Brook with a focus on unsupervised learning and graphical models.


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Z2 DataLabs

3600 136th Pl SE Suite 300

Bellevue, WA 98006

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