Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution....
Transcript of Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution....
![Page 1: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/1.jpg)
Career in Data ScienceGet ready for next revolution
![Page 2: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/2.jpg)
Data Science
Machine Learning
Artificial Intelligence
Data science includes Machine Learning and AI
A non-natural system who can do any
meaningful work that requires a decision
making
Any system other than natural ones, who can
learn and improve their decision on their own
Application of machine learning on data to
achieve your goals and objectives it is data
science
![Page 3: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/3.jpg)
Open for experts of all domains
• Mathematics and Statistics
• Computer Science & Engineering
• Data Science
• Economics and Social sciences
• Natural Science
![Page 4: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/4.jpg)
Data Science Jobs
Data Science Jobs
• Data Scientist
• Data Analyst
• Data Architect
• Data (Mining) Engineer
Related Jobs
• Business Intelligence Analyst
• Business Intelligence Developer
• Web and UI Developer for ML
• Cloud Engineer for ML
Data Mining Engineer
Data Architect
Data Analyst
Data Scientist
![Page 5: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/5.jpg)
Data in context of Business Goals and Problems
Data Scientist
Data Analytics and ReportingData Analyst
Data MiningEngineer
Data Architect Analyse, integrate, centralize and maintain all data
Manage Database systemsGathering and pre-processing data
![Page 6: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/6.jpg)
Data Scientist
• Discover a hidden insights with the unknown aspects of data
• There is no specific hypothesis
• Go through large amounts of data both structured and unstructured.
• Overall strategy of handling data and using it for business goals
• Pick right and important problems to analyze and address
• Many overlapping skills• Business domain understanding
• Big data systems like Hadoop, Spark
• ML/data processing programming skills like Python/R
• Database Engineering and ETL tools
• Statistics / data mining
![Page 7: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/7.jpg)
Translate a business case into an
analytics agenda,
Develop hypotheses
Understanding Data
Develop impact measurements
metrics
Find, clean, and organize data
Develop models
Measure performance and
impactDeploy models
What is role of a data scientist?
![Page 8: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/8.jpg)
Senior Data Scientist
• Business goal oriented to resolve highly complex business problems
• Be aligned with current needs but must anticipate for future needs and develop strategies and vision to meet those needs
• Innovative in using statistical data and developing new tools to develop analyze data.
![Page 9: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/9.jpg)
Data Analyst
• Focused on a set of data identified by a data scientist or top management
• Transform and manipulate large data sets to suit the desired analysis for companies.
• Compilation and analysis of data to get analytical insights
• Convert data into reports to meaning business and visualization
![Page 10: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/10.jpg)
Get hypothesis of business
goal or issue
Get/gather data for
processing
Understanding Data
Find, clean, and organize
data
Develop analytics and
modelsGet insights
Reports and visualization
What is role of a data analyst?
![Page 11: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/11.jpg)
Data Architect
• Analyse, integrate, centralize and maintain all data
• Work closely with other stakeholders and data providers
• Secure data and control its access
• Improve data quality and eliminate redundancies
![Page 12: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/12.jpg)
Data (Mining) Engineer
• Manages database systems (database administrators)
• Expert in database systems, SQL, ETL tools and Big Data
• Source data internally and externally
• Preprocesses, aggregates and segregates data and makes it meaningful and usable
• Providing real time data streams and batch data to analysts and data scientists
![Page 13: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/13.jpg)
Business Intelligence Analyst
• Analyze internal and external business trends
• Discover insight into past data for meaningful reporting
![Page 14: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/14.jpg)
Business Intelligence vs Data Analysts
BI Analyst
• Interprets past data to facilitate the end-users’ understanding
• Reporting or post-facto (descriptive) analytics
Data Analyst
• analyzes the past data to make future predictions
• Predictive or Prescriptive Analytics
![Page 15: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/15.jpg)
Business Intelligence Developer
• Analyze past data and develop meaningful reports
• Use visualization to facilitate improved end-users’ understanding
![Page 16: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/16.jpg)
Technologies (Our Expertise Only)
• Programming: • Python / R • SQL • Java
• Classical Machine Learning• Scikit-learn• NLTK
• Deep Learning• Keras/TensorFlow• PyTorch
• GUI Tools• Weka, Orange, Knime
• Data Visualization: • Tableau • D3.js • Python / Java / R libraries
• Big data platforms: • AWS• MongoDB • Microsoft Azure
• Other tools• Excel for data science
![Page 17: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/17.jpg)
Career Transition
![Page 18: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/18.jpg)
Domain experts without programming skillsBecome a Data Analyst
Data science is not just about programming, it is only a part of it
You will be most suited to get best of out of data
![Page 19: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/19.jpg)
Data science is changing the world.
You often wonder!
You are not a programmer in the IT world.
Is it for you?
![Page 20: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/20.jpg)
Now, GUI tools have evolved a lot
• GUI tools are intuitive
• They cover wide range of business needs
• They allow you to concentrate on solution to business needs
• Your business intelligence will get best out of these tools
• Many major GUI tools and platforms are available
• Microsoft Azure
• IBM Watson
• Amazon AWS
• SAS
• Weka
• and many more…
![Page 21: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/21.jpg)
![Page 22: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/22.jpg)
Domain experts advantage
• You understand more about data and business needs
• You can discover hidden insights better than others
• Learning a tool is easier than getting domain expertise
• Visualization ideas will come naturally to you
![Page 23: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/23.jpg)
A domain expert
Start with GUI tools
Learn Jupyter Notebook
Data Visualization
Learn working with ML in Cloud
Progression in ML for domain experts
![Page 24: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/24.jpg)
UI designers and Microservices DevelopersBecome Web and UI Developer or Cloud Engineer for ML/Data Science
Leverage your visualization and creativity to gain upper hand
Work with ML/Data Science in cloud
![Page 25: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/25.jpg)
Data Science for Web Developer and UI Designers
• Microservices & UI• Develop end points for ML systems and trained models
• Develop end point for data streaming and processing
• Cloud• Manage and deploy trained models
• Develop and deploy web/mobile apps for end users
• Visualizations• Impactful presentation of data visualization
![Page 26: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/26.jpg)
Data Science for Web Developer and UI Designers
ML Models, Systems and Data Sources
Microservices for data and ML
models
Web and mobile apps for end users of ML
Cloud deployments
Impactful presentation of
data visualization
![Page 27: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/27.jpg)
R/Python/Java ProgrammersBecome a Data Analyst
You have already got advantage
![Page 28: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/28.jpg)
Data Science for R/Python/Java Programmers
• You already have an advantage
• Get started with basic concepts of machine learning
• Start working with classical ML and progress to deep learning
• Learn data visualization tools like Tableau
• Learn how to work with ML in cloud
![Page 29: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/29.jpg)
Data Science for R/Python/Java Programmers
Python/R/Java
Learn basic ML
concepts
Classic ML
Deep Learning
Visualization
ML in Cloud
![Page 30: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/30.jpg)
Database Admins and DevelopersBecome a Data Architect / Data Engineer
Data is natural to you. Deep learning needs lot of data and you know how to get it
![Page 31: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/31.jpg)
Data Science for Database Admins and Developers
• Get started with basic concepts of machine learning
• Progress to deep learning – learn how to use you database skills to your advantage
• Focus on making data relevant, meaningful, non-redundant
• Master pre-processing and data-streaming for ML/Data Science
• Learn use of SQL, ETL tools and Big Data in ML/Data Science
• Learn data security and control issues with ML in cloud
• Data visualization will be logical progression to your skill-set
![Page 32: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/32.jpg)
Data Science for R/Python/Java Programmers
Database Admins
and Developers
Learn basic ML
concepts
Deep Learning
Data Pre-processing
Data Security and Streaming
Visualization
![Page 33: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/33.jpg)
ERP ProfessionalsSAP, Oracle ERP etc
Become a Data Analyst
![Page 34: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/34.jpg)
Data Science for ERP Professionals
• Concentrate on business issues and goals
• Learn classic machine learning and deep learning
• Use GUI tools to speed up learning
• Focus on data visualization in most meaningful way
• Learn how to integrate your ERP modules with ML models and solutions
• Learn how to work with cloud and your ERP modules
![Page 35: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/35.jpg)
Data Science for R/Python/Java Programmers
ERP Professionals
Learn ML concepts
Deep Learning
Data Visualization
Integration of ERP and ML/Data Science
Cloud and you ERP
![Page 36: Career in Data Science - XcelVations€¦ · Career in Data Science Get ready for next revolution. Data Science Machine Learning Artificial Intelligence Data science includes Machine](https://reader035.fdocuments.in/reader035/viewer/2022070721/5ee2e5b0ad6a402d666d1988/html5/thumbnails/36.jpg)
Thank You