My First Imitation Learning Model
Behavioral Cloning of the Atari breakout game
Feb 23, 20219 min read114
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My first Clustering - K-means
I talked here, about how I found this data that could provide insights on edge server placements, service migration etc. I obviously needed to use a clustering algorithm on the data to get a sense of the intuition behind why its deemed to contain in...
Jan 13, 20213 min read58
Linear Regression and Gradient Descent From Scratch
I am currently covering all bases in AI/ML before starting my neural networks journey. Part of that is the data manipulation, cleaning and pre-processing I've done for the better part of the last 2 months. Now I am studying the underlying algorithms ...
Dec 18, 202010 min read85
Still on My First ML Project that Uses Time-series Data - Data Cleaning
This is the second part of this series. Its a series around a project I introduced here. This part talks about further data cleaning achieved In the previous post, I 'discovered' and became aware of the fact that I was dealing with time-series data...
Nov 4, 20203 min read52
My First ML Project Using Time Series Data
did not realize that I was dealing with time series data at first :D I decided to do some personal ML projects separate from the tutorials and the AI resources I am using for self-study. I learnt its better to do one complex in-depth project than to ...
Oct 30, 20203 min read41
Modelling Exercise - ML Problem-solving
This piece is the first real exercise documented on this blog(have more on the way!). This piece describes this example of the modelling process. This example allowed me examine the tf.Estimator and feature column API to experiment with feature tran...
Oct 25, 20203 min read40
Data Pre-processing in ML Problem-Solving - part 3
This is the third part of a 3-part piece. These articles are notes from my self-study of Data pre-processing in ML problem solving. Major resource for study: google AI educational resources. Here are parts 1 and 2 The first two parts of these serie...
Oct 23, 20208 min read21
Data Pre-processing in ML Problem-Solving - part 2
This is the second part of a 3-part piece. These articles are notes from my self-study of Data pre-processing in ML problem solving. Major resource for study: google AI educational resources. Here is Part 1 Still on data collection; we've addressed...
Oct 22, 20206 min read23
Data Pre-processing in ML Problem-Solving - part 1
This is the first part of a 3-part piece. These articles are notes from my self-study of Data pre-processing in ML problem solving. Major resource for study: google AI educational resources Data pre-processing takes more than half of the project tim...
Oct 22, 20205 min read27