Data Preprocessing

Our second workshop on Machine Learning: Zero to Hero, Data Preprocessing, which is an integral step in Machine Learning as the quality of data and the useful information that can be derived from it directly affects the ability of our model to learn; therefore, it's extremely important that we preprocess our data before feeding it into our model. We'll dive into some core preprocessing techniques.

Oct 2, 2020, 3:00 – 4:45 PM

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Key Themes

Machine Learning

About this event

Workshop 02 | Machine Learning: Zero to Hero

Data Preprocessing, which is an integral step in Machine Learning as the quality of data and the useful information that can be derived from it directly affects the ability of our model to learn; therefore, it is extremely important that we preprocess our data before feeding it into our model. We will dive into some core preprocessing techniques using sklearn library and why we need to use it and when.

Data Preprocessing is itself another discipline involved in our lives to derive the best in raw data. But focusing on the One - Month program we will be sharing some general methods of Preprocessing which are essential to know before diving into Machine Learning.

When

When

Friday, October 2, 2020
3:00 PM – 4:45 PM UTC

Agenda

Introduction to Data Preprocessing
Standard Scaling
MinMAxScaler
RobustScaler
Normalizer
Binarization
Encoding Categorical Values
Imputation
Polynomial Features
Custom Transformers
Text Processing & CountVectorizer
Tfldf vectorizer
Hashing Vectorizer
Image Processing using SkImage
Q/A

Speaker

  • Muhammad Huzaifa Shahbaz

    Lenaar Digital

    Co-founder

Partners

Amal4Ajar logo

Amal4Ajar

IEEE SSUET - Student Branch logo

IEEE SSUET - Student Branch

IEEE Computer Society SSUET logo

IEEE Computer Society SSUET

Office of Research, Innovation & Commercialization - ORIC logo

Office of Research, Innovation & Commercialization - ORIC

Organizers

  • Laiba Rafiq

    GDSC Lead

  • Maaz Farman

    SPARK⚑BIZ

    Community Mentor

  • shayan faiz

    techrics

    Outreach Coordinator

  • Muhammad Ahmer Zubair

    Sharp Edge

    Media Creative Lead

  • Ehtisham Ul Haq

    Tech Lead

  • Mohammad Nabeel Sohail

    AI and Chatbot Developer | Full Stack Web | PAFLA Ambassador | Public Speaker | Trainer

    Communications Lead

  • Kashan Khan Ghori

    Softseek International

    Operations Lead

  • Daniyal Jamil

    Technology Links

    Marketing Lead

  • Sami Faiz Qureshi

    ConciSafe

    Event Management Lead

  • Maham Amjad

    Content Writing Lead

  • Syed Affan Hussain

    HnH Soft Tech Solutions Pvt Ltd

    Host

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