Python Automation and Machine Learning for EM and ICs

An Online Book, First Edition by Dr. Yougui Liao (2019)

Practical Electron Microscopy and Database - An Online Book

Table of Contents/Index

Chapter/Index: Introduction | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z | Appendix


Clusters (Kubernetes, Apache Mesos, Spark Standalone, Apache Hadoop YARN) in Apache Spark
YOLOv8 (You Only Look Once, version 8)
Analyzing Data in Hadoop (HDFS, YARN, Apache Hive, Pig, HBase, Spark)
Leveraging precision, speed, and automation: Integrating Mask R-CNN and YOLOv8
Data Storage in Hadoop (HDFS, HBase and YARN)
Predicted values (ŷ, y^)
YAML sorting in Python
Write Python objects into YAML format file
Transfer data from Python module to a YAML file
YAML (.yml) reading in Python
y axis values are not ordered (disordered)
Plot graph/figure/image from CSV file/DataFrame by removing/hiding blank/empty cells with axis range (plt.xlim()/plt.ylim())
Change date/month/year format
Plot figures with date/month/year
Sort dates/year/month by order
Machine learning in yield analysis in semiconductor manufacturing
Download Youtube video
Sort DataFrame by dates/year/month order

y-coordinate
Yield improvement of of ICs
year, month, date, hour, minute, and second ("datefmt='%Y-%m-%d %H:%M:%S')": year, month, date, hour, minute, and second. )
ylim			y-axis limits
xy=
xytext=
.ylim()
.ylabel()
hotkey('y')
Text classification/sort/prediction, train/test e.g. Youtube spam
API (Application Programming Interface), e.g. weather, temperature
Convert a CSV file to an image with one column and another column as x-axis and y-axis, respectively.
Option/selection/choice methods ("pop-up windows of Yes and No ")
Markers (e.g. color cross, scatter, and circles) at specific coordinates with x- and y-axis
Find/search birthyear by name
matplotlib.pyplot axis/text color (xticks, rotation, xlabel, ylabel, title, fontsize, grid(), legend(), show())
YAKE (Yet Another Keyword Extractor)