Scaler Data Science & Machine Learning Course
69.4 GB
Scaler’s Data Science & Machine Learning Course
Designed for Working Professionals
About Scaler Data Science
Scaler Data Science is a tailor-made program for you to make or take your career in Data Science to the next level via:
- Vetted curriculum by Industry experts
- Live classes by Data Scientists
- 1:1 mentorship from industry veterans
- Live business scenario projects
- Extensive Career support
Alumni and peer network of 3,500+ Scaler students
Curriculum
Beginner Modules (16 Weeks) – 4 Months
- Tableau + Excel
- SQL
- Beginner Python
Data Analysis and Visualization¹ (16 Weeks) – 4 Months
- Python Libraries
- Probablity and Applied Statistics
- Product Analytics
Foundations of Machine Learning and Deep Learning* – (12 Weeks) – 3 Months
- Advanced Python
- Math for Machine Learning
- Introduction to Neural Networks
and Machine Learning
Specializations – (12 Weeks) – 3 Months Each
Machine Learning
- Machine Learning 1: Supervised
- Machine Learning 2: Unsupervised and Recommender systems
OR/ AND²
Deep Learning
- Neural Networks
- Computer vision
- Natural Language Processing
Machine Learning Ops³ – (4 Weeks) – 1 Month
- Streamlit
- Flask
- Containerisation, Docker
- Experiment Tracking
- MLFlow
- CI/CD
- GitHub Actions
- ML System Design
- AWS Sagemaker, AWS Data Wrangler, AWS Pipeline
- Apache Spark
- Spark MLlib
Advanced Data Structures and Algorithms⁴ – (16 Weeks) – 4 Months
- Linked Lists
- Stacks & Queues
- Trees
- Tries & Heaps
https://archive.is/yNndQ
