原创 2020重新啓航

2020學習目標: 讀完Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow 學完CMU CS 11-747, Neural Networks

原创 數學基礎 Probability Theory

基礎知識 概率的定義 Axioms of Probability: Sample space ΩΩ : The set of all the outcomes of a random experiment. Set of eve

原创 Tensorflow 2.0 學習資料

https://www.tensorflow.org/tutorials/text/word_embeddings https://www.tensorflow.org/tutorials/text/nmt_with_att

原创 NLP資料整理

Books Speech and Language Processing, Dan Jurafsky.   在線課程 CS224n: Natural Language Processing with Deep Learning (2019

原创 Top 2 Language Models

ULMFiT/AWD-LSTM 2018年語言模型預訓練特定任務遷移學習的nlp新範式開始成爲主流,ULMFiT(Universal Language Model Fine-tuning for Text Classificati

原创 NLP Topic 1 Word Embeddings and Sentence Embeddings

Topic 1 Word Embeddings and Sentence Embeddings cs224n-2019 lecture 1: Introduction and Word Vectors lecture 2: Wor

原创 個人技術棧構建

目錄TasksResourcesNatural Language Processing 學習 Tasks 2019 tasks CS224n DL Book and CS230 David Silver RL and CS23

原创 MIT18.06學習筆記 - Lecture 2: Elimination with Matrices

這個系列文章是我重溫Gilbert老爺子的線性代數在線課程的學習筆記。 Course Name:MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra

原创 MIT18.06學習筆記 - Lecture 7: Solving Ax=0: pivot variables and special solutions

這個系列文章是我重溫Gilbert老爺子的線性代數在線課程的學習筆記。 Course Name:MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra

原创 MIT18.06學習筆記 - Lecture 8: Solving Ax=b

這個系列文章是我重溫Gilbert老爺子的線性代數在線課程的學習筆記。 Course Name:MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra

原创 MIT18.06學習筆記 - Lecture 9: Independence, basis and dimension

這個系列文章是我重溫Gilbert老爺子的線性代數在線課程的學習筆記。 Course Name:MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra

原创 機器學習筆記一:概述

機器學習的公認定義[Mitchell, 1997]: A computer program is said to learn from experience E with respect to some class of tasks T

原创 MIT18.06學習筆記 - Lecture 4: Factorization into A = LU

這個系列文章是我重溫Gilbert老爺子的線性代數在線課程的學習筆記。 Course Name:MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra

原创 MIT18.06學習筆記 - Lecture 3: Multiplication and Inverse Matrices

這個系列文章是我重溫Gilbert老爺子的線性代數在線課程的學習筆記。 Course Name:MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra

原创 MIT18.06學習筆記 - Lecture 6: Vector spaces and subspaces

Course Name:MIT 18.06 Linear Algebra Text Book: Introduction to Linear Algebra 章節內容: 3.1 課程提綱 1. Vector spaces and