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on
1
Intro
2
About Me
3
General Uses of Machine Learning
4
When to Use Machine Learning
5
What Machine Learning is Not
6
When NOT to Use Machine Learning
7
Predictive Policing
8
Study by University of Pennsylvania
9
United Kingdom (UK) Metropolitan Police
10
Pittsburgh, Pennsylvania Police Department
11
Chicago Police Department (CPD)
12
How Machines Learn
13
Binary
14
Multiclass
15
Regression
16
Unsupervised Learning
17
Answerable Questions
18
Reinforcement Learning
19
The Machine Learning Process
20
Obtain Data
21
Crime Conclusions Based on Analysis
22
Prepare & Load Data
23
Prepare Data
24
Sample Data Observation
25
Lessons Learned
26
Load the Data
27
Create Datasource
28
Datasource Mapping Exercise
29
Datasource Created
30
Sanity Check Data (cont.)
31
Create (Train) Model (cont.)
32
Learning Algorithm
33
Linear Models
34
Enable the Model for Predictions
35
Enable Model for Real-Time Predictions
36
SAM Front End
37
Main Event Handler
38
Preparing the Response
39
Retrieving Crime Prediction
40
Test Results from Lambda Console
41
Deleting a Real-Time Endpoint
42
Things to Note
43
Machine Blas
44
Future of Machine Learning
Description:
Explore machine learning and computer vision technologies in this conference talk on predicting responses using Amazon Machine Learning. Dive into the concept of foreknowledge in AI and its potential to surpass human capabilities. Learn about tools like Amazon Machine Learning and Amazon Rekognition, and discover how to integrate machine learning algorithms with IoT devices. Gain insights into architecting and developing machine learning algorithms, including the process of obtaining and preparing data, creating models, and enabling real-time predictions. Examine case studies of predictive policing and explore the ethical implications of AI in law enforcement. Understand various machine learning approaches, including binary, multiclass, regression, and unsupervised learning. Discover the potential applications and limitations of machine learning, and get a glimpse into its future developments.

Amazon Machine Learning to Predict Responses

NDC Conferences
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