1DES Blog, Tag: Machine Learning

Posts
How to Improve Algo Trading Win Rate with ML and Backtesting

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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