Index
A
Abstractive text summarization
Application programming interfaces (APIs)
Artificial intelligence
Attention deficit hyperactivity disorder (ADHD)
Audio data
accessing data
acoustic activity recognition
biodiversity research/protection
health
limitations
data quality
interactions
single activity
user experience
meaning
microphones
personal devices
predictions
callback function
file structure
loading
metadata files
setupModel function
source code
speech commands model
transfer learning API
recording samples
HTML file
listen method
source code
train method
web interface
sound
Teachable Machine interface
background noise section
browser window
custom section
experiments
open source GitHub
predictions
visualizations
frequency charts
spectrogram
waveform
web accessibility
Automation tools
B
Biases
AI objectives
COMPAS software results
confirmation
data preparation
Google translate
meaning
mitigating bias
potential solution
creditworthiness
existing prejudices
incorrect representation
team developing models
prejudice bias
racial bias
selection/sample bias
Bidirectional Encoder Representations from Transformers (BERT) model
Body/movement tracking
facemesh
full JavaScript code
loading file
predictions
project code
visualization
Handpose model
importing
JavaScript code
key points
paper gesture
predictions
project screenshot
scissors
PoseNet
drawSkeleton functions
HTML code
importing and loading
meaning
poseDetectionFrame function
predictions
visualization
C
Cognitive behavioral therapy (CBT)
companies
EndeavorRx
reSET
Woebot application
Wysa screenshot
Convolutional neural networks (CNN)
D
Deep learning
E, F
Extractive text summarization
G
Google Cloud Provider (GCP) platform
H
Hardware data
browser output
data processing
convertToTensors function
formatted data
multidimensional arrays
output tensor
readDir and readFile function
shuffleData function
sorting/formatting data
train.js file
gyroscope/accelerometer data
JavaScript code
meaning
model creation/training
motion data
predict.js file
server.js file
set up web sockets
web sensors
Healthcare
Hyperparameter tuning
I, J
Interactive education tool
code building
dorothyVaughan.json file
home page
katherineJohnson.json file
loading project
maryJackson.json file
prediction page
public figure
questions/display
selection page
Web Speech API
input data
language recognition
onresult method
onspeechend code
optional parameters
QNA model
SpeechRecognition instance
SpeechSynthesis code
K, L
K-nearest neighbors algorithm (KNN)
M
Machine learning
algorithms
ConvNet
K-nearest neighbors
Naive Bayes
Art modeling
artificial intelligence
biases
categories
CT scans
deep learning
healthcare
home automation
labeled data
meaning
models
neural network
reinforcement learning
representation
semi-supervised learning
social good
supervised learning
training process
unsupervised learning
N, O
Naive Bayes algorithm
Named entity recognition (NER)
Natural language processing, (NLP)
bag-of-words
concepts
home automation
stop words
text lemmatization/stemming
tokenization
vocabulary/corpus
Neural network
P, Q
Prejudice bias
Pre-trained models
classification
classify() method
clearer background
companies/institutions
console output
dispose method
front-end framework
HTML file
hyper-parameter tuning
image capture
image classification project
inputs properties
JavaScript code
live object classification
loading function
meaning
mobilenet model
modules
prediction result
repository model
transfer learning
SeeTransfer learning
script tags
webcam object
Production applications
APIs
challenges
high availability
life cycle
building/experimentation
continuous delivery
deployment
evaluation/experimentation
model building
monitoring/observability
testing
ML system
components
experiment tracking
model serving
monitoring/logging systems
results
schema output
standard TFX pipeline
TensorFlow Extended (TFX)
testing
observability
pre-trained models
reusability
scalability
serving platforms
volatility
Pseudo-labeling
R
Rainforest connection project
Reinforcement learning
S
Selection/sample bias
Semi-supervised learning
Sentence tokenization
Sentiment analysis
automation tools
categories
cognitive assistants/computer therapy
meaning
NLP
SeeNatural language processing, (NLP
social media monitoring
TensorFlow.js
categories
fixed-length vectors
HTML tags
importing model
JavaScript code
loadModel function
metadata file
predictions
source code
text classification
SeeText classification tools
toxicity
SeeToxicity Classifier
Social media monitoring tool
Spammy phrase vs. Non-spammy phrase
Spectrogram
amplitude
frequency data
getAudioData function
HTML file
image data
JavaScript
meaning
output
Supervised learning
T
TensorFlow.js
accessing data
creation
creation/training model
features
flat arrays
iterations
memory
multidimensional tensors
operations
predictions
pre-trained model
sentiment analysis
text classification tools
tidy method
transfer learning
visual representation
Text classification tools
intent analysis
named entity recognition
TensorFlow.js
browser’s console
config object
custom configurations
findAnswers() method
HTML code
importing code
index.js file
interactive education tool
MobileBERT model
predictions
text summarization
Text lemmatization/stemming
Toxicity Classifier
different labels
HTML file/script tags
import
predictions
array
classify() method
detailed view
identity_attack label
match value
potential issue
probabilities array
return values
Transfer learning
addExample function
buttons elements
conv_preds
HTML code
HTML elements
K-nearest neighbors classifier
output console
predictClass method
runPredictions function
variable instantiation
webcam input
U, V
Unsupervised learning
W, X, Y, Z
Word tokenization
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