How to Improve Algo Trading Win Rate with ML and Backtesting
Learn how to improve your algorithmic trading strategy using machine learning with neural networks and backtesting against SMA crossover methods.
Mehdi in How to
Apr 23, 2025
Feature Store: The Backbone of MLOps for ML-Based Trading Bots
Discover how Feature Stores empower ML-based trading bots. See how 1DES uses stream processing and hybrid storage to scale MLOps
K1 in MLOps
Apr 14, 2025
Unlocking the Power of ML Visualization with Comet: How We Optimize and Understand Our Models at 1DES
Discover how Comet helps 1DES track, visualize, and optimize machine learning models through powerful tools like confusion matrices, embeddings (t-SNE, UMAP), and model architecture views. Improve understanding, collaboration, and performance.
Maryam Feiz in ML Terminology
Jun 17, 2024
What Is Backtesting? A Step-by-Step Guide for Trading Strategies
Learn how to backtest your trading strategy using historical data. This beginner-friendly guide walks you through each step, from setup to performance analysis, including key metrics and limitations.
Maryam Feiz in ML Terminology
Jun 07, 2024
Labels and Features: The Key Building Blocks of Machine Learning Predictions
Fundamental components of machine learning predictions: labels and features.
Maryam Feiz in ML Terminology
Jun 27, 2023
How to Enhance Algo Trading Win Rate with ML: Training
Discover the power of TensorFlow and Keras for training machine learning and deep learning models. Learn how to optimize performance and scalability using these powerful libraries
Mehdi in How to
Jun 18, 2023
Stream Processing: A Critical Component of MLOps for ML-Based Trading Bots
Real-time stream processing for dynamic market analysis: stock prices, exchange rates, news, and social media feeds. Stay updated on market trends and make informed trading decisions.
K1 in MLOps
May 13, 2023
How to Enhance Algo Trading Win Rate with ML: Feature Selection
Discover how feature selection in machine learning can boost your algorithmic trading win rate. Learn effective techniques to choose the right variables for improved performance.
Mehdi in How to
Jun 01, 2022
How to develop a machine learning trading bot: Data Analysis
Explore data analysis techniques, historical data utilization, feature selection, and visualization for informed predictions. Boost your analytical skills!
Bahman in How to
Dec 12, 2021
How to develop a machine learning trading bot: Data Collection
Learn the importance of historical data in ML trading and how to collect live data for BTC/USDT and BTC/EUR pairs from Binance and Kraken exchanges.
Bahman in How to
Jun 02, 2021
How to design a machine learning trading bot — Part 6: Risk Management
Learn how to monitor trades and manage risk in ML trading bots by updating stop-loss and take-profit levels for smarter, more effective strategies.
Bahman in How to
May 06, 2021
How to design a machine learning trading bot: Running an automation
Automate your ML trading bot: Understand exchanges, APIs, and essential actions. Bahman's comprehensive guide for successful trading automation.
Bahman in How to
Apr 28, 2021
How to design a machine learning trading bot — Part 4: Build a Model
Create a machine learning model for trading bots using pattern recognition. Prepare data, apply classification techniques, and build models for long & short positions.
Bahman in How to
Feb 19, 2021
How to design a machine learning trading bot: Pattern Recognition
Uncover patterns in data for designing a machine learning trading bot. Identify bullish and bearish trends using pattern recognition and binary classification.
Bahman in How to
Dec 29, 2020
How to design a machine learning trading bot — Part 2: Data Analysis
Discover the importance of data analysis for a machine learning trading bot: cleaning, filtering, and visualizing data for optimal performance.
Bahman in How to
Aug 19, 2020
How to design a machine learning trading bot - Part 1: Data Collection
Learn how to design a machine learning trading bot in this series. Part 1 covers data collection for cryptocurrency trading with Binance, BTC/USDT, and OHLCV data.
Bahman in How to
Jan 01, 2020