Update README.md

Author: hemangjoshi37a

README.md

@@ -1,133 +1,106 @@
-Please adda a ⭐
+# TrendMaster: Advanced Stock Price Prediction using Transformer Deep Learning
 
-# TrendMaster: Stock Price Prediction using Transformer Deep Learning Architecture
-TrendMaster leverages advanced Transformer deep learning architecture to provide highly accurate stock price predictions, enabling informed investment decisions.
+[![Python Version](https://img.shields.io/badge/python-3.7%2B-blue)](https://www.python.org/downloads/)
+[![License](https://img.shields.io/badge/license-MIT-green)](https://opensource.org/licenses/MIT)
+[![GitHub Stars](https://img.shields.io/github/stars/hemangjoshi37a/TrendMaster?style=social)](https://github.com/hemangjoshi37a/TrendMaster/stargazers)
 
-Utilizing a wealth of data and sophisticated algorithms, TrendMaster stands out as a top-tier tool for financial forecasting.
+TrendMaster leverages cutting-edge Transformer deep learning architecture to deliver highly accurate stock price predictions, empowering you to make informed investment decisions.
 
-![Result](https://user-images.githubusercontent.com/12392345/125791380-341cecb7-a605-4147-9310-e5055f30b220.gif)
+![TrendMaster Demo](https://user-images.githubusercontent.com/12392345/125791380-341cecb7-a605-4147-9310-e5055f30b220.gif)
 
-## Installation
-To get started with TrendMaster, run the following installation command:
+## 🚀 Features
+
+- Advanced Transformer-based prediction model
+- High accuracy with mean average error of just a few percentage points
+- Real-time data visualization
+- User-friendly interface
+- Customizable model parameters
+- Support for multiple stock symbols
+
+## 📊 Why TrendMaster?
+
+TrendMaster stands out as a top-tier tool for financial forecasting by:
+
+- Utilizing a wealth of historical stock data
+- Employing sophisticated deep learning algorithms
+- Identifying patterns and trends beyond human perception
+- Providing actionable insights for smarter investment strategies
+
+## 🛠️ Installation
+
+Get started with TrendMaster in just one command:
 
 ```bash
 pip install TrendMaster
 ```
 
-## Usage
-Here's how to integrate TrendMaster into your Python projects:
+## 📈 Quick Start
 
+Here's how to integrate TrendMaster into your Python projects:
 
 ```python
 from trendmaster import TrendMaster
-#Initialize the TrendMaster object
+
+# Initialize TrendMaster
 test_symbol = 'SBIN'
 tm = TrendMaster(symbol_name_stk=test_symbol)
-#Load your data
+
+# Load data
 data = tm.load_data(symbol=test_symbol)
-#Train the model
+
+# Train the model
 tm.train(test_symbol, transformer_params={'epochs': 1})
-#Perform inference
-predictions = tm.inferencer.predict_future(val_data=data,future_steps=100,symbol=test_symbol)
+
+# Perform inference
+predictions = tm.inferencer.predict_future(val_data=data, future_steps=100, symbol=test_symbol)
 print(predictions)
 ```
 
-## Star History
-
-<a href="https://star-history.com/#hemangjoshi37a/TrendMaster&Date">
- <picture>
-   <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=hemangjoshi37a/TrendMaster&type=Date&theme=dark" />
-   <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=hemangjoshi37a/TrendMaster&type=Date" />
-   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=hemangjoshi37a/TrendMaster&type=Date" />
- </picture>
-</a>
+## 📊 Sample Results
 
-Our Transformer-based prediction model is trained on a large dataset of historical stock prices, giving it the ability to identify patterns and trends that would be impossible for a human to discern. The model's predictions are also highly accurate, with a mean average error of just a few percentage points.
+Our Transformer-based prediction model demonstrates impressive accuracy:
 
 ![Transformer-Future200](https://user-images.githubusercontent.com/12392345/125791397-a344831b-b28c-4660-b295-924cb7123872.png)
 
-In addition to stock price prediction, TrendMaster also offers a range of other features, such as real-time data visualization and a user-friendly interface. With TrendMaster, you'll have all the information you need to make smart investment decisions.
+## 🖥️ User Interface
 
-![Screenshot from 2021-07-15 18-26-49](https://user-images.githubusercontent.com/12392345/125791827-a4597af0-1292-42d0-9eb1-118d7ef64cbc.png)
+TrendMaster comes with a sleek, user-friendly interface for easy data visualization and analysis:
 
-So why wait? Try TrendMaster today and see the difference for yourself!
+![TrendMaster UI](https://user-images.githubusercontent.com/12392345/125791827-a4597af0-1292-42d0-9eb1-118d7ef64cbc.png)
 
+## 📘 Documentation
 
-## 📫 How to reach me
-[<img height="36" src="https://cdn.simpleicons.org/similarweb"/>](https://hjlabs.in/) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/WhatsApp"/>](https://wa.me/917016525813) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/telegram"/>](https://t.me/hjlabs) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/Gmail"/>](mailto:[email protected]) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/LinkedIn"/>](https://www.linkedin.com/in/hemang-joshi-046746aa) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/facebook"/>](https://www.facebook.com/hemangjoshi37) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/Twitter"/>](https://twitter.com/HemangJ81509525) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/tumblr"/>](https://www.tumblr.com/blog/hemangjoshi37a-blog) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/StackOverflow"/>](https://stackoverflow.com/users/8090050/hemang-joshi) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/Instagram"/>](https://www.instagram.com/hemangjoshi37) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/Pinterest"/>](https://in.pinterest.com/hemangjoshi37a) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/Blogger"/>](http://hemangjoshi.blogspot.com) &nbsp;
-[<img height="36" src="https://cdn.simpleicons.org/gitlab"/>](https://gitlab.com/hemangjoshi37a) &nbsp;
+For detailed documentation, including API reference and advanced usage, please visit our [Wiki](https://github.com/hemangjoshi37a/TrendMaster/wiki).
 
-## Checkout Cool GitHub Other Repositories:
+## 🤝 Contributing
+
+We welcome contributions! Please see our [Contributing Guidelines](CONTRIBUTING.md) for more details.
+
+## 📝 License
+
+This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
+
+## 🌟 Show Your Support
+
+If you find TrendMaster helpful, please consider giving it a star on GitHub. It helps others discover the project and motivates us to keep improving!
+
+[![GitHub Star History](https://api.star-history.com/svg?repos=hemangjoshi37a/TrendMaster&type=Date)](https://star-history.com/#hemangjoshi37a/TrendMaster&Date)
+
+## 📫 Contact
+
+For questions, suggestions, or collaboration opportunities, please reach out:
+
+- Website: [hjlabs.in](https://hjlabs.in/)
+- Email: [[email protected]](mailto:[email protected])
+- LinkedIn: [Hemang Joshi](https://www.linkedin.com/in/hemang-joshi-046746aa)
+
+## 🔗 More from HJ Labs
+
+Check out our other exciting projects:
 - [pyPortMan](https://github.com/hemangjoshi37a/pyPortMan)
-- [transformers_stock_prediction](https://github.com/hemangjoshi37a/transformers_stock_prediction)
-- [TrendMaster](https://github.com/hemangjoshi37a/TrendMaster)
-- [hjAlgos_notebooks](https://github.com/hemangjoshi37a/hjAlgos_notebooks)
 - [AutoCut](https://github.com/hemangjoshi37a/AutoCut)
-- [My_Projects](https://github.com/hemangjoshi37a/My_Projects)
-- [Cool Arduino and ESP8266 or NodeMCU Projects](https://github.com/hemangjoshi37a/my_Arduino)
-- [Telegram Trade Msg Backtest ML](https://github.com/hemangjoshi37a/TelegramTradeMsgBacktestML)
-
-## Checkout Our Other Products:
-- [WiFi IoT LED Matrix Display](https://hjlabs.in/product/wifi-iot-led-display)
-- [SWiBoard WiFi Switch Board IoT Device](https://hjlabs.in/product/swiboard-wifi-switch-board-iot-device)
-- [Electric Bicycle](https://hjlabs.in/product/electric-bicycle)
-- [Product 3D Design Service with Solidworks](https://hjlabs.in/product/product-3d-design-with-solidworks/)
-- [AutoCut : Automatic Wire Cutter Machine](https://hjlabs.in/product/automatic-wire-cutter-machine/)
-- [Custom AlgoTrading Software Coding Services](https://hjlabs.in/product/custom-algotrading-software-for-zerodha-and-angel-w-source-code//)
-- [SWiBoard :Tasmota MQTT Control](https://play.google.com/store/apps/details?id=in.hjlabs.swiboard)
-- [Custom Token Classification or Named Entity Recognition (NER) model as in Natural Language Processing (NLP) Machine Learning](https://hjlabs.in/product/custom-token-classification-or-named-entity-recognition-ner-model-as-in-natural-language-processing-nlp-machine-learning/)
-
-## Some Cool Arduino and ESP8266 (or NodeMCU) IoT projects:
-- [IoT_LED_over_ESP8266_NodeMCU : Turn LED on and off using web server hosted on a nodemcu or esp8266](https://github.com/hemangjoshi37a/my_Arduino/tree/master/IoT_LED_over_ESP8266_NodeMCU)
-- [ESP8266_NodeMCU_BasicOTA : Simple OTA (Over The Air) upload code from Arduino IDE using WiFi to NodeMCU or ESP8266](https://github.com/hemangjoshi37a/my_Arduino/tree/master/ESP8266_NodeMCU_BasicOTA)  
-- [IoT_CSV_SD : Read analog value of Voltage and Current and write it to SD Card in CSV format for Arduino, ESP8266, NodeMCU etc](https://github.com/hemangjoshi37a/my_Arduino/tree/master/IoT_CSV_SD)  
-- [Honeywell_I2C_Datalogger : Log data in A SD Card from a Honeywell I2C HIH8000 or HIH6000 series sensor having external I2C RTC clock](https://github.com/hemangjoshi37a/my_Arduino/tree/master/Honeywell_I2C_Datalogger)
-- [IoT_Load_Cell_using_ESP8266_NodeMC : Read ADC value from High Precision 12bit ADS1015 ADC Sensor and Display on SSD1306 SPI Display as progress bar for Arduino or ESP8266 or NodeMCU](https://github.com/hemangjoshi37a/my_Arduino/tree/master/IoT_Load_Cell_using_ESP8266_NodeMC)
-- [IoT_SSD1306_ESP8266_NodeMCU : Read from High Precision 12bit ADC seonsor ADS1015 and display to SSD1306 SPI as progress bar in ESP8266 or NodeMCU or Arduino](https://github.com/hemangjoshi37a/my_Arduino/tree/master/IoT_SSD1306_ESP8266_NodeMCU)  
-
-## Our HuggingFace Models :
-- [hemangjoshi37a/autotrain-ratnakar_1000_sample_curated-1474454086 : Stock tip message NER(Named Entity Recognition or Token Classification) using HUggingFace-AutoTrain and LabelStudio and Ratnakar Securities Pvt. Ltd.](https://huggingface.co/hemangjoshi37a/autotrain-ratnakar_1000_sample_curated-1474454086)
-
-## Our HuggingFace Datasets :
-- [hemangjoshi37a/autotrain-data-ratnakar_1000_sample_curated : Stock tip message NER(Named Entity Recognition or Token Classification) using HUggingFace-AutoTrain and LabelStudio and Ratnakar Securities Pvt. Ltd.](https://huggingface.co/datasets/hemangjoshi37a/autotrain-data-ratnakar_1000_sample_curated)
-
-## Awesome Youtube Videos :
-- [❤️ હદય અને હદયના ધબકારા 💙 दिल और दिल की धड़कन 💖 Heart and beating of heart by Priyanka madam. 💕](https://www.youtube.com/watch?v=9v3MK6oTOeA)
-- [🩸 રુધિર વહીનીઓ અને એના કર્યો. 🩸 Blood Vessels And Working of Blood Vessels 🩸 By Priyankama'am](https://www.youtube.com/watch?v=T7mMcEYNKyQ)
-- [🩸 મનુષ્યમાં પરિવહન તંત્ર 🩸 परिसंचरण तंत्र 🩸 Blood Circulation System in Humans🩸 By Priyanka madam](https://www.youtube.com/watch?v=vxa6o_wrWnY)
-- [AutoCut V2 - The World's Most Powerful Arduino Automatic Wire Cutting Machine](https://www.youtube.com/watch?v=oGr0mWmNhKY)
-- [SWiBoard - A Killer Gadget to Boost Your Boring Switchboard](https://www.youtube.com/watch?v=ftza6WM4LiE)
-- [🧪 મનુષ્યમાં ઉત્સર્જન-તંત્ર 🦠 मानव उत्सर्जन तंत्र ⚗️ excretory system 🩺](https://www.youtube.com/watch?v=UUGI-CFKsWI)
-- [🌳વનસ્પતિમાં પાણી અને ખનીજ તત્વોનું વહન 🌲](https://youtu.be/1da9p6iYlr4)
-- [🌲 વનસ્પતિમાં બાષ્પોત્સર્જન 🌳 पेड़ में वाष्पोत्सर्जन 🎄Transpiration in Trees](https://youtu.be/I9Sirc42Ktg)
-- [🫁 સજીવોમાં શ્વસન 🧬 जीवों में श्वास 🫀 Breathing in organisms 👩🏻‍🔬](https://youtu.be/sIMl4t2OFmY)
-- [🫁 શ્વસનની પ્રક્રિયા 🫀Respiratory System 🦠](https://youtu.be/hua8ZD5Ge1w)
-- [🫁 મનુષ્યમાં શ્વાસ અને ઉચ્છશ્વાસ ⚛️ ](https://youtu.be/BI-CYgnkGCw)
-
-## My Quirky Blog :
-- [Hemang Joshi](http://hemangjoshi.blogspot.com/)
-
-## Awesome Android Apps :
-- [SWiBoard :Tasmota MQTT Control](https://play.google.com/store/apps/details?id=in.hjlabs.swiboard)
- 
-## Checkout Cool GitLab Other Repositories:
-- [pyPortMan](https://gitlab.com/hemangjoshi37a/pyPortMan)
-- [transformers_stock_prediction](https://gitlab.com/hemangjoshi37a/transformers_stock_prediction)
-- [TrendMaster](https://gitlab.com/hemangjoshi37a/TrendMaster)
-- [hjAlgos_notebooks](https://gitlab.com/hemangjoshi37a/hjAlgos_notebooks)
-- [AutoCut](https://gitlab.com/hemangjoshi37a/AutoCut)
-- [My_Projects](https://gitlab.com/hemangjoshi37a/My_Projects)
-- [Cool Arduino and ESP8266 or NodeMCU Projects](https://gitlab.com/hemangjoshi37a/my_Arduino)
-- [Telegram Trade Msg Backtest ML](https://gitlab.com/hemangjoshi37a/TelegramTradeMsgBacktestML)
+- [TelegramTradeMsgBacktestML](https://github.com/hemangjoshi37a/TelegramTradeMsgBacktestML)
+
+---
 
+Created with ❤️ by [Hemang Joshi](https://github.com/hemangjoshi37a)