learning

Developing T-shaped skills by building strong core skills and adjacent skills a little bit everyday.

Strengthen generic core skills

Databases

Linux

Project Structure

Version Control

Software Testing

Programming (Python)

Code Editors

Docker and Containerization

Cloud Computing

Monitoring

Data Structures and Algorithms

Frontend Technology

Infrastructure and System Design

Mathematics

Specialize in Machine Learning

Have basic business understanding

Be familiar with how ML is applied at other companies

Be able to frame an ML problem

Be familiar with data ethics

Be able to import data from multiple sources

Be able to setup data annotation efficiently

Be able to manipulate data with Numpy

Be able to manipulate data with Pandas

Be able to manipulate data in spreadsheets

Be able to perform feature selection and engineering

Be able to experiment in a notebook

Be able to visualize data

Be able to do literature review using research papers

Be able to version control data

Be able to use experiment management tools

Be able to setup model validation

Be familiar with inner working of models

Be able to improve model generalization

Be familiar with fundamental ML concepts

Be able to implement models in scikit-learn

Be able to implement models in Tensorflow and Keras

Be able to implement models in PyTorch

Be able to implement models using cloud services

Be able to apply unsupervised learning algorithms

Be able to implement NLP models

Be familiar with multi-modal machine learning

Be familiar with Recommendation Systems

Be able to implement computer vision models

Be familiar with graphs and network data

Be familiar with timeseries and forecasting

Be familiar with basics of Reinforcement Learning

DeepLizard: Reinforcement Learning - Goal Oriented Intelligence

dinesh19aug/learning