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Keith's Blog
About
AUTOMATE BLOG
Automate Blog
Jekyll
mkdocs
Boardgame Collection
FARMING
Farming
Plant Treatment by types
土作り
水やり
LANG
Lang
English
JaPaNeSe
LESSON
Lesson
AWS MLU - ML university
AWS innovate - Data edition 2022
Coursera - Andrew Ng ML
DL free course
Daily Bnomial
Daily Bnomial
2022-06-10 Psychologists speak another language
2022-06-27 The attributes of a tensor
2022-07-12 Gradient Descent
Google ML Bootcamp
Google ML Bootcamp
Convolutional Neural Networks
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
Neural Networks and Deep Learning
Sequence Models
Structuring Machine Learning Projects
Google cloud skill boost
Kaggle
Kaggle
Spaceship-titanic
NLP Book
NLP Book
General Cycle
General Cycle
Data Acquisition
Data Cleansing
Deployment
Evaluation
Feature Engineering
Modeling(Training)
Pre-processing
Language Structure
NLP approach
NLP core task
TECH
Tech
AWS
AWS
AWS CLI
CloudWatch
EC2
EC2
Install jupyter on AWS
ECS
ECS
Components
Deployment Type
Load balancer
IAM
Lambda
Multi Tenant SaaS
Multi Tenant SaaS
Resource
Network
S3
S3
S3
S3
SageMaker
Service Quotas
Step Function
Step Function
Call other service’s API
Context Object (i.e. Variable)
step-functions-data-science-sdk-python
boto3
Certificate
Docker
Docker
Access
Container control
Docker-Compose
Dockerfile template
Removal
Git
Git
Github Pages
Submodule
Useful github
Heroku Hosting
Linux/Unix
Linux/Unix
Font issue on linux/unix
Useful CMD
ML
ML
Computer Vision
Computer Vision
Common skills
Data augmentation
Evaluation Skill
IceVision
Image data Preprocessing
Remove specific color
Dev Resource
Glossary
List of Algorithm
List of Algorithm
Standard Algorithm
List of Learning Approaches
NLP
NLP
CJK special handling
NER tagging scheme
Preprocess
Practical Skills
Practical Skills
Annotation
Compile model against target hardware
Dimensionality Reduction
Dimensionality Reduction
PCA (Principal Component Analysis)
T-SNE - T-distributed Stochastic Neighbor Embedding
Ensemble Model
Few-shot object detection
MLOps
Metrics
Onnx
Procedure of a New ML Project
Stratified sampling
Tuning & optimization
Pytorch
Tensorflow / Keras
Theory
Theory
Cost function & back propagation & gradient
Gradient Descent
Output layer
Semi-supervised learning
Weight & Bias & Activation & Activation Function
scikit-learn
Mac
Network
Network
Setup VSCode remote development
Stress test
Upload files with scp
ssh/config Setup for jump server
Node / JS
Node / JS
Datetime
ES Module VS CommonJS
File related
Markdown to Doc
NPM
Resources
Simple http-server
Vue
Vue
Auto-Global register Components
Dynamic component
Pass all parent props to Child
Resource
Python
Python
Built-in small module
Data Structure Skill
Date Time
Env - anaconda/pip/poetry
Image lib
Import files - Best practice
Logger setup
Numpy
ORM related
Pandas
Parse Arguments
Path / files related
Path / files related
CSV file
H5PY
PDF skills
json file
npz file
Resources
Scikit-learn
Singleton example
String Manipulation
Text similarity/comparison
Unit test
Visualization - plotting
Vscode Setup
Web related
TO READ
To Read
Daily Check
Pending material
Reading Material
Research Paper
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