TrendMaster 0.1
Stock Price Prediction using Transformer Deep Learning Architecture
Requires Python: >=3.6

# 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.

Utilizing a wealth of data and sophisticated algorithms, TrendMaster stands out as a top-tier tool for financial forecasting.

![Result](https://user-images.githubusercontent.com/12392345/125791380-341cecb7-a605-4147-9310-e5055f30b220.gif)

## Installation
To get started with TrendMaster, run the following installation command:

```bash
pip install TrendMaster
```

## Usage
Here's how to integrate TrendMaster into your Python projects:

```python
from trendmaster import TrendMaster
#Initialize the TrendMaster object
tm = TrendMaster()
#Load your data
data = tm.load_data('path_to_your_data.csv')
#Train the model
tm.train(data, transformer_params={'num_layers': 3, 'dropout': 0.1})
#Perform inference
predictions = tm.infer('path_to_trained_model.pth')
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>

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.

![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.

![Screenshot from 2021-07-15 18-26-49](https://user-images.githubusercontent.com/12392345/125791827-a4597af0-1292-42d0-9eb1-118d7ef64cbc.png)

So why wait? Try TrendMaster today and see the difference for yourself!


## 📫 How to reach me
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## Checkout Cool GitHub Other Repositories:
- [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)  

## Checkout Our Awesome 3D GrabCAD Models:
- [AutoCut : Automatic Wire Cutter Machine](https://grabcad.com/library/automatic-wire-cutter-machine-1)
- [ESP Matrix Display 5mm Acrylic Box](https://grabcad.com/library/esp-matrix-display-5mm-acrylic-box-1)
- [Arcylic Bending Machine w/ Hot Air Gun](https://grabcad.com/library/arcylic-bending-machine-w-hot-air-gun-1)
- [Automatic Wire Cutter/Stripper](https://grabcad.com/library/automatic-wire-cutter-stripper-1)

## 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)