Isaac

.gitignore

@@ -0,0 +1,5 @@
+env/
+venv/
+myvenv/
+kiva_loans.csv
+data/santander/

.ipynb_checkpoints/log-checkpoint.md

@@ -0,0 +1,80 @@
+# Master Python for Data Science Handbook - Log
+
+## Week 1: Introduction to Ipython
+
+**Today's Progress**: Finished going through Introduction to Ipython
+
+**Thoughts**: Feeling great to learn Ipython. No blockers so far.
+
+**Link to work**: [Introduction(Ipython)](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/Introduction-Ipython.ipynb)
+
+## Week 2: Chapter 2: Introduction to Numpy
+
+**This week's Progress**: Finished going through introduction to Numpy.
+
+**Thoughts**: Numpy arrays are very interesting. Not only do they provide an efficient way of manipulating Datasets but also make it easier and faster.
+              No blockers so far and having learnt the basis of dataset manipulation I'm more than eager to move to Pandas.
+
+**Link to work**: [Numpy Arrays](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/Numpy.ipynb)
+
+## Week 3: Chapter 3: Data Manipulation with Pandas
+
+**This week's Progress**: Finished up on Data Manipulation with Pandas.
+
+**Thoughts**: Wow! It feels great to finally understand Pandas. Its a pretty wide subject but equally productive.
+               Very ready to dig into the challenge and gauge my understanding.
+
+**Link to work**: [Pandas in General](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/Pandas%20in%20General.ipynb)
+
+## Week 4: Practice(Challenge 1)
+
+**This week's Progress**: Completed the Data Manipulation Challenge 1.
+
+**Thoughts**: My first Data Science challenge. Very glad to have acquired some quality skills and very ready to dig into visualizations.
+
+**Link to work**:[Challenge 1](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/kiva_analytics.ipynb)
+
+## Week 5: Chapter 4: Data Visualization
+
+**This week's Progress**: Finished up on data Visualizations and did a self challenge. 
+
+**Thoughts**: One of the most important chapters in Data Science. Glad to learn it.
+
+**Link to work**:Learning: [Visualisations](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/Visualisations.ipynb)
+
+**Self Challenge**: [Kiva Data Analytics](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/full_kiva_loans_analysis.ipynb)
+
+## Week 6: Practice(Challenge 2)
+
+**This week's Progress**: Finished on practice challenge 2: Blood Donation Prediction.
+
+**Thoughts**: Glad to be able to tackle a typical machine Learning project.
+
+**Link to work**: [Blood Donations Prediction](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/Prediction-Blood%20Donations.ipynb)
+
+## Week 7: Chapter 5: Machine Learning
+
+**This week's Progress**: Finished going through Machine Learning basics with scikit-learn.
+
+**Thoughts**: Its so great to finally understand the art of Machine Learning. I love the basics I've learnt and will continue learning to be able to build models which will solve problems facing the society.
+
+**Link to work(1)**: [Introduction to ML](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/intro_to_ML.ipynb)
+
+**Link to work(2)**: [ML 102](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/ML.ipynb)
+
+## Week 8&9: Practice(Challenge 3&4)
+
+**This week's Progress**: Finished the Santander ML challenge.
+
+**Thoughts**: Quite a large and frustrating dataset, but I managed. Kudos to me!
+
+**Link to work**: [Santander Challenge](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/notebooks/Santander%20Customer%20Transaction%20Prediction.ipynb)
+## Capstone project
+
+
+## Contents
+* [Rules](https://github.com/Python-4-DS/Python4ds_cohort-1/blob/master/rules.md)
+* [Log - click here to see my progress](https://github.com/Python-4-DS/Python4ds_cohort-1/blob/master/log.md)
+* [Resources](https://github.com/Python-4-DS/Python4ds_cohort-1/blob/master/resources.md)
+* [FAQ](https://github.com/Python-4-DS/Python4ds_cohort-1/blob/master/FAQ.md)
+

README.md

@@ -1,10 +1,10 @@
-# Cohort-1 Python for Data Science Nairobi
+# Cohort-1 Python for Data Science Nairobi - Isaac
 
 ## Contents
 
 * [Rules](https://github.com/Python-4-DS/Python4ds_cohort-1/blob/master/rules.md)
 
-* [Log - click here to see my progress](https://github.com/Python-4-DS/Python4ds_cohort-1/blob/master/log.md)
+* [Log - click here to see my progress](https://github.com/Kasre96/Python4ds_cohort-1/blob/Isaac/log.md)
 
 * [Resources](https://github.com/Python-4-DS/Python4ds_cohort-1/blob/master/resources.md)