Mô tả

This course teaches the fundamentals of building a Trading Bot from scratch which will use Neural Networks to make a decision based on the training data which has been provided consisting of the historical price movements.

This course is divided into 4 modules

Network Communication Basics: This section deals with exploring the basics of HTTP requests. API interfaces are something which are dealt from the basics. Documentation reading of an API is also explained in good detail.

Building a Trading Bot from scratch: This section deals with the creation of a Trading Bot from scratch using Python 3. This bot will get the data from an exchange and then make decisions of buying or selling. These decisions will be made based on the nature of the candle graph. This will act as a very good example of a classical programming approach.

Market Indicators: This section deals with the basic market indicators like SMMA, Stoch, StochRSI and StopLoss. Trading strategies are also explained like bar-chart reversal along with the mathematics supporting them.

Neural Network: This section will act on the foundation established in the previous section where a basic trading bot framework called Gekko will be used as an intial working trading bot. A strategy which will use neural network will then be built on top of this trading bot. This section will also cover the basics of Neural Networks and act as a very good example of a Machine learning approach to solve problems

Future scope: This section will give suggestions on the future scope of this course. The extension of this course beyond Cryptocurrencies and many more such possibilities are discussed.


This course is created solely for educational purposes. Financial concepts mentioned in the course should not be considered as professional or financial advice. Any profit or loss incurred due to the deployment of the bot created in this course will completely be the responsibility of the User.

Hope you have fun exploring the depths of building a Trading Bot.

Happy Coding,

Vinay Phadnis :)

Bạn sẽ học được gì

Building a Neural Network trading bot

What is a Trading Bot

Building a Trading bot from scratch

Market indicators (Moving average, stop loss, stoch)

Network communication using HTTP

What is an API

Reading the documentation and using an API

Mathematics for Market Trend analysis

Basics of Neural Networks

Using Neural Networks for Trading

Trade cryptocurrency on various crypto exchanges

Yêu cầu

  • No prerequisites
  • Basics of Math, Finance, Programming will be taught in the course
  • Additional resources will be made available wherever possible

Nội dung khoá học

7 sections

Introduction

3 lectures
What is a Trading Bot ?
06:30
Use cases of a Trading Bot
08:21
DISCLAIMER
00:11

Network communication basics

6 lectures
Basics of HTTP requests
07:27
What is an API
08:01
Documentation of API
11:12
Parameters in a request
07:02
Installing Postman
00:53
Using Postman for making Requests
10:14

Building a Trading Bot

7 lectures
Program structure
09:47
Initialising public and private keys
11:29
Getting data from binance
15:08
Signed request
12:12
Basics of Logging
06:06
Buying and Selling Orders
08:22
Upscaling Candles
14:12

Technical analysis of Stocks or Cryptocurrencies

3 lectures
Simple Moving Average
07:35
Exponential Moving Average
05:23
Moving Average Convergence Divergence (MACD)
09:03

Building a Neural Network

10 lectures
The current problem
02:35
What is Gekko
03:06
Installing Gekko
09:48
Strategy Boilerplate
08:40
Functions in a strategy
08:01
Initialize the Neural Network
16:39
What are neurons
04:14
What are weights
08:38
What are Biases
07:17
Activation functions
06:06

Upgrading the Neural Network

9 lectures
Training function
06:39
What is SGDTrainer
00:23
Normalizing inputs
10:15
Predicting the candles
07:54
What are Long and Short orders
00:52
Calculating Loss values
24:02
Update candles
12:31
Stop Loss indicator
00:24
Configuration file
00:07

What next?

3 lectures
Extending beyond Cryptocurrencies
07:31
Using multi-nodal input network
06:21
BONUS Lecture
00:09

Đánh giá của học viên

Chưa có đánh giá
Course Rating
5
0%
4
0%
3
0%
2
0%
1
0%

Bình luận khách hàng

Viết Bình Luận

Bạn đánh giá khoá học này thế nào?

image

Đăng ký get khoá học Udemy - Unica - Gitiho giá chỉ 50k!

Get khoá học giá rẻ ngay trước khi bị fix.