The Hello World of Machine Learning
Machine learning is simply a computer learning from data instead of following a recipe. It's meant to mimic how people (and perhaps other animals) learn while still being grounded in mathematics.
This series is meant to get you started with a basic machine learning model:
A chatbot.
Now, we're not re-creating Alexa, Siri, Cortana, or Google Assistant but we are going to create a brand new machine learning program from scratch.
Do you know a little bit of Python Programming? You're good to start. If not, go through this.
- Code Repo
- Blog Post Reference
Lessons
1
Welcome
1:31
2
Demo
11:03
3
Setup Jupyter Locally
2:04
4
Bots the Old Way- Instruction-based Responses
6:58
5
Tag our Conversations
4:02
6
Dataset as Inputs & Outputs
6:49
7
Vectorize our Data
9:07
8
Train our Model
4:08
9
Running Predictions
7:03
10
Export & Import Model for Reuse
7:35
11
Retraining with New Data
8:55
12
Store Dataset with Pandas
3:55
13
Adding to the Dataset
6:37
14
Creating a Rest API Model Service
16:08
15
Responses from Predictions
17:08
16
Thank you and next steps
2:03