Course files for "Ocean/Atmosphere Time Series Analysis"

Related tags

Machine Learningtime-series
Overview

time-series

This package contains all necessary files for the course Ocean/Atmosphere Time Series Analysis, an introduction to data and time series analysis for graduate students in oceanography, atmospheric science, and climate.

This material is generally taught in two separate portions, a five-day and a ten-day intensive, both with five hours a day of course time. The first intensive covers Part I: Fundamentals, while the second intensive covers Part II: Spectral and Time-Frequency Analysis. See the course home page for a list of upcoming and past courses.

Comments, questions, bug reports, etc. are all welcome. Feel free to email me at [email protected], or use the GitHub issue tracker.

To get started, just open the file index.html with any web browser.

There you will find lecture notes, viewable through a web browser, as well as lab files in the form of Jupyter notebooks. The lab files have parallel translations in both Matlab and Python. Each lab file has both an html version for convenient reading, as well as an ipynb version that can be run locally. All necessary data files are included. For those wishing to set up Jupyter notebooks to work with Matlab, instructions can be found here.

The lecture notes were made using Liminal, a theme for Remark.js, itself a Javascript package for rendering Markdown and LaTeX as Powerpoint-style presentations within a web browser. A complete distribution of KaTeX, a minimal typesetting library for LaTeX, is also included.

Version 0.21 is the initial public release of the Ocean/Atmosphere Time Series Analysis course files.  A significant to-do in this version is translating the stochastic modeling code into Python.

Cite as:

Lilly, J. M. (2022). Ocean/Atmosphere Time Series Analysis, v. 0.21.  Zenodo. https://doi.org/10.5281/zenodo.5977995.

You might also like...
Library to create spreadsheet files compatible with MS Excel 97/2000/XP/2003 XLS files, on any platform.

xlwt This is a library for developers to use to generate spreadsheet files compatible with Microsoft Excel versions 95 to 2003. The package itself is

null 1k Dec 24, 2022
Organize Django settings into multiple files and directories. Easily override and modify settings. Use wildcards and optional settings files.
Organize Django settings into multiple files and directories. Easily override and modify settings. Use wildcards and optional settings files.

Organize Django settings into multiple files and directories. Easily override and modify settings. Use wildcards in settings file paths and mark setti

Nikita Sobolev 940 Jan 3, 2023
Bot simply search for the files from provided channel according to given query and gives link to those files as buttons!

Auto Filter Bot ㅤㅤㅤㅤㅤㅤㅤ ㅤㅤㅤㅤㅤㅤㅤ You can call this as an Auto Filter Bot if you like :D Bot simply search for the files from provided channel according

TroJanzHEX 89 Nov 23, 2022
Aggrokatz is an aggressor plugin extension for Cobalt Strike which enables pypykatz to interface with the beacons remotely and allows it to parse LSASS dump files and registry hive files to extract credentials and other secrets stored without downloading the file and without uploading any suspicious code to the beacon.
Aggrokatz is an aggressor plugin extension for Cobalt Strike which enables pypykatz to interface with the beacons remotely and allows it to parse LSASS dump files and registry hive files to extract credentials and other secrets stored without downloading the file and without uploading any suspicious code to the beacon.

aggrokatz What is this aggrokatz is an Aggressor plugin extension for CobaltStrike which enables pypykatz to interface with the beacons remotely. The

SEC Consult Vulnerability Lab 148 Dec 9, 2022
Organize Django settings into multiple files and directories. Easily override and modify settings. Use wildcards and optional settings files.
Organize Django settings into multiple files and directories. Easily override and modify settings. Use wildcards and optional settings files.

Organize Django settings into multiple files and directories. Easily override and modify settings. Use wildcards in settings file paths and mark setti

Nikita Sobolev 942 Jan 5, 2023
Python function to stream unzip all the files in a ZIP archive: without loading the entire ZIP file or any of its files into memory at once

Python function to stream unzip all the files in a ZIP archive: without loading the entire ZIP file or any of its files into memory at once

Department for International Trade 206 Jan 2, 2023
theHasher Tool created for generate strong and unbreakable passwords by using Hash Functions.Generate Hashes and store them in txt files.Use the txt files as lists to execute Brute Force Attacks!
theHasher Tool created for generate strong and unbreakable passwords by using Hash Functions.Generate Hashes and store them in txt files.Use the txt files as lists to execute Brute Force Attacks!

$theHasher theHasher is a Tool for generating hashes using some of the most Famous Hashes Functions ever created. You can save your hashes to correspo

SR18 6 Feb 2, 2022
Convert ACSM files to DRM-free EPUB files with one command on Linux
Convert ACSM files to DRM-free EPUB files with one command on Linux

Knock Convert ACSM files to DRM-free EPUB files using one command. This software does not utilize Adobe Digital Editions nor Wine. It is completely fr

Benton Edmondson 622 Dec 9, 2022
Mysterium the first tool which permits you to retrieve the most part of a Python code even the .py or .pyc was extracted from an executable file, even it is encrypted with every existing encryptage. Mysterium don't make any difference between encrypted and non encrypted files, it can retrieve code from Pyarmor or .pyc files.
Mysterium the first tool which permits you to retrieve the most part of a Python code even the .py or .pyc was extracted from an executable file, even it is encrypted with every existing encryptage. Mysterium don't make any difference between encrypted and non encrypted files, it can retrieve code from Pyarmor or .pyc files.

Mysterium the first tool which permits you to retrieve the most part of a Python code even the .py or .pyc was extracted from an executable file, even it is encrypted with every existing encryptage. Mysterium don't make any difference between encrypted and non encrypted files, it can retrieve code from Pyarmor or .pyc files.

Venax 116 Dec 21, 2022
A django compressor tool that bundles css, js files to a single css, js file with webpack and updates your html files with respective css, js file path.

django-webpacker's documentation: Introduction: django-webpacker is a django compressor tool which bundles css, js files to a single css, js file with

MicroPyramid 72 Aug 18, 2022
Django-Audiofield is a simple app that allows Audio files upload, management and conversion to different audio format (mp3, wav & ogg), which also makes it easy to play audio files into your Django application.
Django-Audiofield is a simple app that allows Audio files upload, management and conversion to different audio format (mp3, wav & ogg), which also makes it easy to play audio files into your Django application.

Django-Audiofield Description: Django Audio Management Tools Maintainer: Areski Contributors: list of contributors Django-Audiofield is a simple app t

Areski Belaid 167 Nov 10, 2022
Robot to convert files to direct links, hosting files on Telegram servers, unlimited and without restrictions

stream-cloud demo : downloader_star_bot Run : Docker : install docker , docker-compose set Environment or edit Config/init.py docker-compose up Heroku

null 53 Dec 21, 2022
Snakemake workflow for converting FASTQ files to self-contained CRAM files with maximum lossless compression.
Snakemake workflow for converting FASTQ files to self-contained CRAM files with maximum lossless compression.

Snakemake workflow: name A Snakemake workflow for description Usage The usage of this workflow is described in the Snakemake Workflow Catalog. If

Algorithms for reproducible bioinformatics (Koesterlab) 1 Dec 16, 2021
Utility for Google Text-To-Speech batch audio files generator. Ideal for prompt files creation with Google voices for application in offline IVRs

Google Text-To-Speech Batch Prompt File Maker Are you in the need of IVR prompts, but you have no voice actors? Let Google talk your prompts like a pr

Ponchotitlán 1 Aug 19, 2021
PDFSanitizer - Renders possibly unsafe PDF files and outputs harmless PDF files

PDFSanitizer Renders possibly malicious PDF files and outputs harmless PDF files

null 9 Jan 30, 2022
AirDrive lets you store unlimited files to cloud for free. Upload & download files from your personal drive at any time using its super-fast API.
AirDrive lets you store unlimited files to cloud for free. Upload & download files from your personal drive at any time using its super-fast API.

AirDrive lets you store unlimited files to cloud for free. Upload & download files from your personal drive at any time using its super-fast API.

Sougata 4 Jul 12, 2022
csv2ir is a script to convert ir .csv files to .ir files for the flipper.

csv2ir csv2ir is a script to convert ir .csv files to .ir files for the flipper. For a repo of .ir files, please see https://github.com/logickworkshop

Alex 38 Dec 31, 2022
A beginners course for Django
A beginners course for Django

The Definitive Django Learning Platform. Getting started with Django This is the code from the course "Getting Started With Django", found on YouTube

JustDjango 288 Jan 8, 2023
JimShapedCoding Python Crash Course 2021

Python CRASH Course by JimShapedCoding - Click Here to Start! This Repository includes the code and MORE exercises on each section of the entire cours

Jim Erg 64 Dec 23, 2022
Releases(v0.21)
Owner
Jonathan Lilly
Jonathan Lilly
GitHub Repository
Azure MLOps (v2) solution accelerators.

Azure MLOps (v2) solution accelerator Welcome to the MLOps (v2) solution accelerator repository! This project is intended to serve as the starting poi

Microsoft Azure 233 Jan 01, 2023
This is a public repo where code samples are stored for the book Practical MLOps.

[Book-2021] Practical MLOps O'Reilly Book

Pragmatic AI Labs 421 Dec 31, 2022
This is the material used in my free Persian course: Machine Learning with Python

This is the material used in my free Persian course: Machine Learning with Python

Yara Mohamadi 4 Aug 07, 2022
Microsoft Machine Learning for Apache Spark

Microsoft Machine Learning for Apache Spark MMLSpark is an ecosystem of tools aimed towards expanding the distributed computing framework Apache Spark

Microsoft Azure 3.9k Dec 30, 2022
Accelerating model creation and evaluation.

EmeraldML A machine learning library for streamlining the process of (1) cleaning and splitting data, (2) training, optimizing, and testing various mo

Yusuf 0 Dec 06, 2021
Projeto: Machine Learning: Linguagens de Programacao 2004-2001

Projeto: Machine Learning: Linguagens de Programacao 2004-2001 Projeto de Data Science e Machine Learning de análise de linguagens de programação de 2

Victor Hugo Negrisoli 0 Jun 29, 2021
A library of sklearn compatible categorical variable encoders

Categorical Encoding Methods A set of scikit-learn-style transformers for encoding categorical variables into numeric by means of different techniques

2.1k Jan 07, 2023
A Pythonic framework for threat modeling

pytm: A Pythonic framework for threat modeling Introduction Traditional threat modeling too often comes late to the party, or sometimes not at all. In

Izar Tarandach 644 Dec 20, 2022
Practical Time-Series Analysis, published by Packt

Practical Time-Series Analysis This is the code repository for Practical Time-Series Analysis, published by Packt. It contains all the supporting proj

Packt 325 Dec 23, 2022
Tutorial for Decision Threshold In Machine Learning.

Decision-Threshold-ML Tutorial for improve skills: 'Decision Threshold In Machine Learning' (from GeeksforGeeks) by Marcus Mariano For more informatio

0 Jan 20, 2022
Python implementation of the rulefit algorithm

RuleFit Implementation of a rule based prediction algorithm based on the rulefit algorithm from Friedman and Popescu (PDF) The algorithm can be used f

Christoph Molnar 326 Jan 02, 2023
🚪✊Knock Knock: Get notified when your training ends with only two additional lines of code

Knock Knock A small library to get a notification when your training is complete or when it crashes during the process with two additional lines of co

Hugging Face 2.5k Jan 07, 2023
Distributed Evolutionary Algorithms in Python

DEAP DEAP is a novel evolutionary computation framework for rapid prototyping and testing of ideas. It seeks to make algorithms explicit and data stru

Distributed Evolutionary Algorithms in Python 4.9k Jan 05, 2023
Nixtla is an open-source time series forecasting library.

Nixtla Nixtla is an open-source time series forecasting library. We are helping data scientists and developers to have access to open source state-of-

Nixtla 401 Jan 08, 2023
FLAML is a lightweight Python library that finds accurate machine learning models automatically, efficiently and economically

FLAML - Fast and Lightweight AutoML

Microsoft 2.2k Jan 09, 2023
(3D): LeGO-LOAM, LIO-SAM, and LVI-SAM installation and application

SLAM-application: installation and test (3D): LeGO-LOAM, LIO-SAM, and LVI-SAM Tested on Quadruped robot in Gazebo ● Results: video, video2 Requirement

EungChang-Mason-Lee 203 Dec 26, 2022
DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

DoWhy | An end-to-end library for causal inference Amit Sharma, Emre Kiciman Introducing DoWhy and the 4 steps of causal inference | Microsoft Researc

Microsoft 5.6k Jan 07, 2023
Extended Isolation Forest for Anomaly Detection

Table of contents Extended Isolation Forest Summary Motivation Isolation Forest Extension The Code Installation Requirements Use Citation Releases Ext

Sahand Hariri 377 Dec 18, 2022
The Emergence of Individuality

The Emergence of Individuality

16 Jul 20, 2022
A python library for easy manipulation and forecasting of time series.

Time Series Made Easy in Python darts is a python library for easy manipulation and forecasting of time series. It contains a variety of models, from

Unit8 5.2k Jan 04, 2023