My study plan for 2018 is to work toward building a solid foundation in topics associated with Data Science by following P1xt's Data Science guide.
Current Course: Introduction to Computer Science and Programming Using Python
Current Book: Precalculus
Courses Completed: 0
Total Points earned: 0
| Date Finished | Activity | Points | Links |
|---|---|---|---|
| In progress | Book | 200 | Precalculus |
| In progress | Course | 500 | Introduction to Computer Science and Programming Using Python |
- Introduction to Computer Science and Programming Using Python
- Data Science Path on Cognitive Class
- MongoDB for Developers
- Introduction to Biology - The Secret of Life
- Calculus One
- Introduction to Probability and Statistics
- Deep Learning Path on Cognitive Class
- Introduction to Computational Thinking and Data Science
- Data Science
- Programming for the Web with JavaScript
- Introduction to Solid State Chemistry
- Calculus Two: Sequences and Series
- Intro to Machine Learning
- Linear Algebra
- Proteins: Biology's Workforce
- Mathematics for Computer Science
- Python for Data Science
- Data Visualization and D3.js
- Statistics and Probability in Data Science using Python
- Proteins: Biology's Workforce
- Machine Learning
- Database Mini-Courses
- Deep Learning
- Algorithms, Part I
- Algorithms, Part II
- Analysis of Algorithms
- Mathematical Biostatistics Boot Camp 1
- Mathematical Biostatistics Boot Camp 2
- Big Data Path on Cognitive Class
- Convex Optimization
- Probability: Basic Concepts & Discrete Random Variables
- Hadoop Path on Cognitive Class
- Probability: Basic Concepts & Discrete Random Variables
- Introduction to Mechanics, Part 1
- Electricity & Magnetism, Part 2
- Statistics for Applications
- Intro to Hadoop and MapReduce
- Differential Equations
- Statistics and R for the Life Sciences
- Introduction to Linear Models and Matrix Algebra
- Statistical Inference and Modeling for High-throughput Experiments
- High-Dimensional Data Analysis
- Introduction to Bioconductor: Annotation and Analysis of Genomes and Genomic Assays
- High-performance Computing for Reproducible Genomics
- Case Studies in Functional Genomics
- Quantum Mechanics for Everyone
- Artificial Intelligence (AI)
- Machine Learning
- Robotics
- Animation and CGI Motion
- Precalculus
- Think Python
- Think Stats
- An Introduction to Statistical Learning
- Biology
- Think Bayes
- Think DSP
- Think Complexity
- The Art of R Programming
- R for Data Science
- Machine Learning with R
- The Quest for Artificial Intelligence
- Multiagent Systems
- Bayesian Methods for Hackers
- Bayesian Methods in the Search for MH370
- Mining of Massive Datasets
- Informatics in the Future
- Bisociative Knowledge Discovery
- New Horizons for a Data-Driven Economy
- The Challenge of Chance
Additional books can be found here
| Activity | Points for completing | Activity type |
|---|---|---|
| Basic Project | 100 | project |
| Substantial Project | 200 | project |
| Large Project | 300 | project |
| Gigantic Project | 400 | project |
| Duolingo or MosaLingua (1 level) | 100 | foundation |
| Book | 200 | foundation |
| Tutorial site (Udemy/Pluralsight/Egghead/Treehouse/etc) course | 100 | foundation |
| University level course (Coursera/edX/MITOCW/etc) | 500 | foundation |
| Physical Activity (30 minutes) | 10 | foundation |
| Musical Instrument Practice (30 minutes) | 10 | foundation |
| Khan Academy (30 minutes) | 10 | foundation |
| Analytics Vidhya Competition | 50 | data-science |
| Crowd Analytix Competition | 50 | data-science |
| Kaggle Competition | 50 | data-science |
| Driven Data Competition | 50 | data-science |
| Blog Post on any topic | 15 | communication |
| Blog Post Tutorial | 40 | communication |
| Video Tutorial | 50 | communication |
| Open Source PR | 50 | communication |
| Module to npm | 200 | communication |
| Team Up for a project | 100 | communication |
| Diary entry | 5 | communication |
| CodeWars (10 problems) | 50 | algorithms |
| CodinGame (1 Tier) | 100 | algorithms |
| CodinGame (1 Bot Competition) | 20 | algorithms |
| HackerRank (10 problems) | 50 | algorithms |
| Google Code Jam (1 round from past contest) | 100 | algorithms |