Build Your First ML Pipeline

MLOPs.community + Girls in Tech

Wifi: 42Berlin_Guest Password: metaverse_guest!

Agenda

1. 6:00 pm - Arrive & Pizza
2. 6:30 pm - Introduction MLOps and GiT
3. 6:45 pm - Workshop Introduction
4. 7:30 pm - Break + setting up environment
5. 7:45 pm - Workshop
6. 9:45 pm - Wrap up
7. 10.00 pm - Networking

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Goal: Get hands on, have something you can add to your portfolio; connect!

Access slides

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https://docs.google.com/presentation/d/1EG3HJwet_B39BPF45lc9GmxqWgLIZmKfkV6b1c6lp-A/

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Intro of our Communities

WELCOME TO THE

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MLOPS COMMUNITY!

Part of 20K members

around the world!

JOIN OUR

COMMUNITY

ON SLACK!

Click here >>>> mlops.community <<<<

JOIN THE BERLIN ORGANISERS TEAM!

Contact Morena for more info :)

www.linkedin.com/in/morena-bastiaansen-225b6518

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Girls in Tech’s Mission

We are a global non-profit organisation focused on eliminating the gender-gap in tech.

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We help women to succeed in tech by providing:

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• An inclusive and supportive network
• Educational resources
• Career development and mentorship opportunities

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54

37

CHAPTERS

COUNTRIES

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130K

MEMBERS

About GiT Germany

Non-profit organisation that started in 2021

Run exclusively by volunteers

2 - 4 events per month

Part of Girls in Tech Global

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Our Audience - women age 25 - 45

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Follower demographics, top 3:

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Industry:

1. IT Services and IT Consulting (11%)
2. Software development (11%)
3. Technology, Information and Internet (5%)

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Seniority:

1. Entry (33%)
2. Senior (31%
3. Director (5%)

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Job Function

1. Engineering (16%)
2. Designer (6%)
3. Information Technology (6%)

Our events

• Educational programs
• Career, recruitment and networking
• Mentorship and showcasing role models
• Social meetups

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Hackathon

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Recruiting Event

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Our partners

We established exciting collaborations with like-minded partners:

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• universities
• coding schools
• Incubators
• tech event organizers
• corporates and startups
• VCs

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Girls in Tech Germany - The Team

Marcela

Michaela

Leonie

Yessmine

Angel

Dimitra

Barbara

Diana

Elisa

Jane

Keerthana

Crista

Carolin

Astrid

Emilly

Pallavi

Our team consists of experienced tech professionals - engineers, marketers, consultants, designers and business developers.

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Together, we are committed to our cause of closing the gender gap in tech.

Olivia

Simantini

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Do you want to get involved?

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Become:

• Volunteer
• Advisory Board Member / Project Lead
• Ambassador
• Mentor

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Let’s keep in touch!

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Barbara Vargas

barbara.vargas@girlsintech.org

Data Analyst

Girls in Tech Germany

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Email us on germany@girlsintech.org

Website: https://germany.girlsintech.org/

IG: @girlsintech.germany

LinkedIn & Eventbrite: Girls in Tech Germany

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Workshop Intro

• Type of task 💻
• Text classification
• Natural Language Processing (NLP)
• Goal: assign a class to input text
• Many use cases, such as
• Sentiment analysis (customer review score prediction, comment section analysis)
• Intent detection (user intent classification for Chatbots, search query intent)
• Spam detection
• Language identification
• …
• Today, we will be working on an intent detection task 🧐
• Dataset 👀
• Banking77: online banking queries annotated with their corresponding intent
• Goal 🥅
• Build a model which can predict the intent for a previously unseen user query

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3 parts, 10 tasks

1. Data exploration & modeling

→ Fill the gaps in: notebooks/text_classification.ipynb

• Building a ML pipeline

→ Fill the gaps in: notebooks/test_pipeline.ipynb

• Building your app using Streamlit

→ Fill the gaps in: workshop/streamlit_ui.py

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If you are stuck, we are walking around and will help you out :) 🤝

Workshop Intro

First, let’s make teams of 2-3 people 👯

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Setting up the environment

• Create a github account if you don't have one
• Create a new repository based on this template:
1. Go to URL github.com/mlopscommunity/build-your-first-ml-pipeline-workshop
2. Use this template -> Create new repository
• Open repo in codespaces

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Let’s all take 5mins to set this up :) ^

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A video demonstration of how to setup

Big THANK YOU to all the organisers!!!

And everyone else who helped us to make this workshop happen free of cost :)

you rock

Marina

Jean

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Barbara

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Stephen

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Francesco

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Liza

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Marcela

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Thanks for your time!