Quantitative Trading Ideas and Guides - AlgoTrading101 Blog

All Stories

Data Science Mental Models – Optimizing your Thinking and…

Table of contents: What are Mental Models in Data Science? Why should I use Mental Models in Data Science? Why shouldn’t I use Mental...

Igor Radovanovic
May 19, 2022 16 min read

Thinkscript – An Introductory Guide

Table of contents: What is Thinkscript? Is Thinkscript Free? What is Thinkscript used for? Why should I use Thinkscript? Why shouldn’t I use Thinkscript?...

Igor Radovanovic
Mar 15, 2022 7 min read

Tableau Tutorial – Understanding the Basics

Table of contents: What is Tableau? What is Tableau Public? Is Tableau free? How is Tableau used in Finance? Why should I use Tableau?...

Igor Radovanovic
Mar 15, 2022 8 min read

OpenSea API – A Basic Guide

Table of contents: What is OpenSea API? What is OpenSea? What is OpenSea API used for? Why should I use OpenSea API? Why shouldn’t...

Igor Radovanovic
Mar 4, 2022 3 min read

Deribit – An Introductory API Guide

Table of contents: What is Deribit? What is Deribit API? Is Deribit free? Does Deribit require KYC? Why should I use Deribit? Why shouldn’t...

Igor Radovanovic
Mar 3, 2022 13 min read

Bittrex API – An Introductory Guide

Table of contents: What is Bittrex API? What is Bittrex? Is Bittrex API free? Why should I use Bittrex API? Why shouldn’t I use...

Igor Radovanovic
Mar 3, 2022 8 min read

Terra Luna – Python Guide

Table of contents: What is the Terra Blockchain? What is the Terra Blockchain used for? What is Luna? What programming languages does the Terra...

Igor Radovanovic
Jan 15, 2022 12 min read

Live Algo Trading on the Cloud – AWS

Table of contents: What does live algorithmic trading on the Cloud mean? What are the pros and cons of deploying your trading strategies to...

Igor Radovanovic
Nov 24, 2021 12 min read

KuCoin API – An Introductory Guide

Table of contents: What is KuCoin API? What is KuCoin? What can I trade on KuCoin? Is KuCoin free? What are KuCoin Shares (KCS)?...

Igor Radovanovic
Nov 24, 2021 9 min read

OKEx API – An Introductory Guide

Table of contents: What is the OKEx API? What is OKEx? Is OKEx API free? Why should I use OKEx API? Why shouldn’t I...

Igor Radovanovic
Nov 24, 2021 9 min read

PySpark – A Beginner’s Guide to Apache Spark and…

Table of Contents: What is PySpark? What is Apache Spark? What is Apache Spark used for? What is PySpark used for? Is Apache Spark...

Igor Radovanovic
Jul 23, 2021 10 min read

Portfolio Visualizer – An Introductory Guide

Table of contents: What is the Portfolio Visualizer? Is Portfolio Visualizer free? Why should I use Portfolio Visualizer? Why shouldn’t I use Portfolio Visualizer?...

Igor Radovanovic
Jul 23, 2021 5 min read

Machine Learning for Finance Guide – A Real-Life Example

Table of contents: What is Machine Learning? How is Machine Learning used in Finance? Main problem What is a bank Default? What are the...

Igor Radovanovic
Jul 23, 2021 30 min read

Coinbase Alternatives 2021 – Comparison

Table of contents: What are Coinbase alternatives? Comparison Table What is Coinbase? What is Coinbase used for? Coinbase Review Binance Review Kraken Review Gemini...

Igor Radovanovic
Jun 10, 2021 8 min read

FTX API – A Complete Guide

Table of contents: What is FTX API? What is FTX? Is FTX free? Why should I use FTX? Why shouldn’t I use the FTX?...

Igor Radovanovic
Jun 9, 2021 12 min read

Coinbase Pro API – An Introductory Guide

Table of contents: What is Coinbase Pro API? Is Coinbase Pro API free? Why should I use Coinbase Pro API? Why shouldn’t I use...

Igor Radovanovic
Jun 8, 2021 9 min read

Google Colab – A Step-by-step Guide

Table of contents: What is Google Colab? Is Google Colab free? Why should I use Google Colab? Why shouldn’t I use Google Colab? What...

Igor Radovanovic
May 11, 2021 16 min read

Sklearn – An Introduction Guide to Machine Learning

Table of Contents What is Sklearn? What is Sklearn used for? How to download Sklearn for Python? How to pick the best scikit-learn model?...

Igor Radovanovic
May 11, 2021 17 min read

Cluster Analysis – Machine Learning for Pairs Trading

Table of contents: What is Cluster Analysis? Is Cluster Analysis an Unsupervised Machine Learning task? How can Cluster Analysis be used for Finance? What...

Igor Radovanovic
May 11, 2021 16 min read

Kraken API – A Complete Guide

Table of contents: What is the Kraken API? What is Kraken? Is Kraken API free? Why should I use Kraken API? Why shouldn’t I...

Igor Radovanovic
Apr 6, 2021 9 min read

Gemini API – A Step-by-Step Guide

Table of contents: What is Gemini API? What is Gemini? What is the Gemini Dollar? Is Gemini free? Why should I use Gemini? Why...

Igor Radovanovic
Apr 6, 2021 17 min read

Crypto Arbitrage Guide – What It Is and How…

Table of contents: What is crypto arbitrage? Why does crypto arbitrage occur? What are the Pros and Cons of crypto arbitrage? What types of...

Igor Radovanovic
Mar 25, 2021 10 min read

CoinMarketCap API – An Introductory Guide

Table of contents: What is CoinMarketCap? Is CoinMarketCap API free? Why should I use CoinMarketCap? Why shouldn’t I use the CoinMarketCap? What are the...

Igor Radovanovic
Feb 25, 2021 8 min read

CoinGecko API – A Complete Guide

Table of contents: What is the CoinGecko API? Why should I use CoinGecko? Why shouldn’t I use the CoinGecko? What are the alternatives to...

Igor Radovanovic
Feb 26, 2021 9 min read

ib_insync Guide – Interactive Brokers API

Table of Contents What is ib_insync? Why should I use ib_insync? Why shouldn’t I use ib_insync? What is the Interactive Brokers API? How to...

Jignesh Davda
Jan 1, 2021 21 min read

BitMex API Introduction Guide

Table of contents: What is the BitMex API? What is BitMex? What Crypto Derivatives are available on BitMex? What are the trading fees on...

Igor Radovanovic
Jan 5, 2021 10 min read

Coinbase API – A Introduction Guide

Table of contents: What is Coinbase API? What is Coinbase? What can I trade on Coinbase? What are the pricing and fees of Coinbase?...

Igor Radovanovic
Nov 25, 2020 10 min read

QuantConnect – A Complete Guide

Table of contents What is QuantConnect? Why should I use QuantConnect? Backtesting and Live trading Paper trading Free data Alpha Stream Strategy Development Framework...

Greg Bland
Nov 12, 2020 38 min read

Quandl: A Step-by-Step Guide

Table of Contents What is Quandl? What is Quandl’s Data Structure? What are the Pros and Cons of Quandl? Is Quandl Free? Free VS...

Igor Radovanovic
Oct 29, 2020 11 min read

Google Finance API and 9 Alternatives

Table of contents: What is Google Finance API? How to collect historical data using Google Finance API? How to retrieve Price-to-Earnings ratio using Google...

Igor Radovanovic
Oct 22, 2020 10 min read

What is Backtesting? 3 Aims of Backtesting

What is backtesting? Backtesting is the process of testing a trading or investment strategy using data from the past to see how it would...

Jignesh Davda
Nov 25, 2020 2 min read

Quantitative Trader’s Roadmap – 5 Steps from Idea to…

Table of Contents How do I get started with algorithmic trading? Trading Ideas and Strategies What kind of strategy should I trade? How do...

Jignesh Davda
Oct 13, 2020 40 min read

Pairs Trading – A Real-World Guide

What is pairs trading? Pairs trading is a trading strategy that involves buying one asset and shorting another. The aim of pairs trading is...

Lucas Liew
Sep 24, 2020 10 min read

Robinhood API – A Complete Guide

Table of Contents What is the Robinhood API? Why should I use the Robinhood API? Why shouldn’t I use the Robinhood API? Is there...

Greg Bland
Aug 12, 2020 36 min read

Pine Script (TradingView) – A Step-by-step Guide

Table of Contents What is Pine script? Why should I use Pine script? Why shouldn’t I use Pine script? What are the alternatives to...

Jignesh Davda
Jul 21, 2020 20 min read

Binance Python API – A Step-by-Step Guide

Table of Contents What is the Binance API? Why should I use the Binance API? Why shouldn’t I use the Binance API? What are...

Jignesh Davda
Jun 30, 2020 30 min read

Yahoo Finance API – A Complete Guide

Table of Contents What is the Yahoo Finance API? Why should I use the Yahoo Finance API? Why shouldn’t I use the Yahoo Finance...

Greg Bland
Jun 6, 2020 16 min read

Interactive Brokers Python API (Native) – A Step-by-step Guide

Interactive Brokers (IB) is a trading brokerage used by professional traders and small funds. If you want to learn how to build automated trading...

Jignesh Davda
Feb 7, 2020 37 min read

How Can Retail Traders Beat Institutional Traders and Hedge…

How can retail traders beat the institutional traders and hedge funds? Retail traders can target small, exotic and unregulated markets. We have no pressure...

Lucas Liew
Jul 25, 2019 3 min read

4 Quantitative Trading Strategies that Work in 2022

The markets are getting more sophisticated and efficient. It is almost impossible to be profitable in the long-run by running strategies that used to...

Lucas Liew
Aug 23, 2019 5 min read

yfinance Library – A Complete Guide

Table of Contents What is yfinance? Is the yfinance library free? Why should I use the yfinance library? Why shouldn’t I use the yfinance...

Greg Bland
Jun 16, 2020 13 min read

IEX API Introduction Guide

Table of Contents What is the IEX API? Is the IEX API free? Why should I use the IEX API? Why shouldn’t I use...

Jignesh Davda
May 19, 2020 16 min read

Train/Test Split and Cross Validation – A Python Tutorial

What is a training and testing split? It is the splitting of a dataset into multiple parts. We train our model using one part and...

Greg Bland
Aug 4, 2020 26 min read

Python Correlation – A Practical Guide

Table of Contents What is correlation? Why do correlations matter? Correlation doesn’t imply causation What is a correlation coefficient? How can I calculate the...

Jignesh Davda
May 20, 2020 22 min read

What is Quantamental? 3 Techniques to Investing

What is Quantamental? Quantamental is a term that describes a hybrid of quantitative and fundamental techniques to investing. This term is a fancy buzzword...

Lucas Liew
Apr 29, 2020 3 min read

Alpha Vantage Introduction Guide

Table of Contents What is the Alpha Vantage API? Is the Alpha Vantage API free? What kind of data does the Alpha Vantage API...

Jignesh Davda
Apr 8, 2020 12 min read

Reddit Wallstreetbets – Web Scraping Tutorial

Table of Contents How to use Reddit data for Finance? Reddit Wallstreetbets – Daily Discussion What are the Challenges of scraping Reddit? Project – Scraping Reddit...

Aaron Smith
Apr 16, 2020 16 min read

Alpaca Trading API Guide – A Step-by-step Guide

Table of Contents What is the Alpaca Trading API? Why should I use the Alpaca Trading API? Does the Alpaca API allow backtesting? How...

Jignesh Davda
Apr 7, 2020 23 min read

Alpaca Trading Review – Pros and Cons

Table of Contents What is the Alpaca Trading Brokerage? Pros and cons summary Why should I use the Alpaca Trading Brokerage? What’s the catch?...

Jignesh Davda
Mar 24, 2020 5 min read

Backtrader for Backtesting (Python) – A Complete Guide

If you want to backtest a trading strategy using Python, you can 1) run your backtests with pre-existing libraries, 2) build your own backtester,...

Jignesh Davda
Mar 5, 2020 27 min read

How to Sign Up for an Interactive Brokers Paper…

Interactive Brokers (IB) is a highly regarded broker in the retail trading industry. It is known for a broad range of markets and competitive...

Jignesh Davda
Feb 7, 2020 5 min read

Sentiment Analysis with Python – A Beginner’s Guide

Sentiment analysis in finance has become commonplace. In many cases, it has become ineffective as many market players understand it and have one-upped this...

Lucas Liew
Dec 13, 2019 20 min read

How to use Hedging as a Trading Strategy

How to use hedging as a trading strategy? We use it to take on specific risks. There are 2 ways. 1) Asset-hedge: This means...

Lucas Liew
Oct 31, 2019 4 min read

Why Do I Teach and Do I Find Meaning…

Okay story time. Why do I teach We started this course in 2014. At that time, I just left my job at a trading...

Lucas Liew
Oct 27, 2019 5 min read

Futures Trading Strategies Made Simple – A Complete Guide

What are the common types of futures trading strategies? Here is a list: Calendar Spreads – Spreading the same future, but of different expiration...

Lucas Liew
Dec 5, 2019 13 min read

Trading Jobs – How to Get One and How…

Table of Contents What are the 2 types of trading firms and their salaries? What are the Entry Requirements for Trading Firms? How to...

Lucas Liew
Sep 30, 2019 6 min read

What is Quantitative Trading and How Do I Learn…

Table of contents What is the Quantitative Trading? When should we use Quantitative Trading? (Instead of Manual Trading) Why should we use Quantitative Trading?...

Lucas Liew
Sep 1, 2019 5 min read

52 Trading Rules in 3 Minutes

On Strategy Mindset A good trader looks for opportunities in all the weird places, not just in regulated and developed markets. New, exotic and...

Lucas Liew
Oct 13, 2019 3 min read

What is a Walk-Forward Optimization and How to Run…

Backtesting a strategy gives you a good understanding of what happened in the past, but it does not tell the future. Fortunately, walk forward...

Lucas Liew
Aug 18, 2019 6 min read

What is Overfitting in Trading?

What is overfitting in trading? Overfitting in trading is the process of designing a trading system that adapts so closely to historical data that...

Lucas Liew
Jul 31, 2019 3 min read

Should I Hire an Algorithmic Trading Freelance Developer? (No,…

Should I Hire an Algorithmic Trading Freelance Developer? No you shouldn’t. It might cost a lot over the long term, is ineffective, slow and...

Lucas Liew
Oct 10, 2019 4 min read

Trading for a Living – How Much Money do…

How much money do you need for algorithmic trading? You need 20 times your yearly expenses to be a full-time trader. However, the minimum...

Lucas Liew
Jul 31, 2019 3 min read

How to Measure Trading Risks?

How to measure trading risks? Risk should be measured based on the quality of the trading decision. A good quality trading decision has a...

Lucas Liew
Oct 10, 2019 6 min read

How to Raise Capital for my Trading and How…

How to raise funds for my trading? Here are 3 ways: 1) Join a proprietary trading firm, 2) Raise from ultra high-net-worth individuals, and...

Lucas Liew
Oct 6, 2019 6 min read

What is a Good Track Record in Trading?

What is considered a good track record in trading? Making 25% per year annualized with low correlation to the market for 3 years, with...

Lucas Liew
Oct 2, 2019 4 min read

Convertible Arbitrage – What it is and does it…

Does it still work today?

Jovan Medford
May 28, 2020 13 min read

Jupyter Notebook Shortcuts

Notebooks are tools that allow us to use markdown along with our code, to improve readability and really add to that storytelling aspect of...

Jovan Medford
May 5, 2020 2 min read

Explore →