ProjectWithSourceCodes

🌱 Cotton Disease Prediction – Data Science Project

A precision agriculture solution that leverages image classification and machine learning to detect diseases in cotton crops. This project supports early intervention and better crop management.

🔍 Project Highlights
• Image preprocessing & augmentation
• CNN-based disease detection
• Trained on real cotton leaf datasets
• Developed using Python, TensorFlow/Keras
• Boosts agricultural productivity through AI

🔗 View Full Project:
Cotton Disease Prediction – Explore Now

📢 Discover more AI & agri-tech solutions:
🔗 https://t.me/Projectwithsourcecodes

#CottonDiseasePrediction #AgriTech #MachineLearning #DeepLearning #ImageClassification #TensorFlow #AIInAgriculture #PythonProject #DataScience #projectwithsourcecodes #CNNModel

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220 views15:33

🚀 Unlock the Power of Image Classification with Python! 🤖

Are you tired of manual image classification? Want to level up your machine learning skills?

Imagine being able to automatically label images, detect objects, and make predictions with just a few lines of code!

I'll show you how to build an image classifier using Python and TensorFlow. This is a game-changer for any student or professional looking to get started with AI.

Here's the code:

import tensorflow as tf
from tensorflow import keras
from sklearn.model_selection import train_test_split

# Load dataset (e.g., MNIST)
(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()

# Preprocess data
x_train, x_test = x_train / 255.0, x_test / 255.0

# Define model
model = keras.Sequential([
    keras.layers.Flatten(),
    keras.layers.Dense(128, activation='relu'),
    keras.layers.Dense(10, activation='softmax')
])

# Compile and train model
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
model.fit(x_train, y_train, epochs=5)

# Evaluate model
test_loss, test_acc = model.evaluate(x_test, y_test)
print(f'Test accuracy: {test_acc:.2f}')

# Use model for image classification
def classify_image(image):
    # Preprocess image
    image = image / 255.0
    image = tf.expand_dims(image, axis=0)

    # Make prediction
    prediction = model.predict(image)
    return np.argmax(prediction)

# Test the function
image = # load your test image here
print(classify_image(image))

Now it's your turn! 🤔

Can you think of a real-world use case for image classification?

Comment below with your answer or ask me any questions about this code! 💬

#MachineLearning #Python #AI #ImageClassification #TensorFlow #StudentLife #CodingTips

❤1

89 views16:40

ProjectWithSourceCodes

👉 Daily AI news digest 🤖

Title: FlashLabs Announced the Launch of FlashAI 2.0
Author: PR Newswire
Publication date: Fri, 20 Feb 2026 18:00:00 +0000
News link: https://ai-techpark.com/flashlabs-announced-the-launch-of-flashai-2-0/
Summary:
*📰 Title:
*✍️ Author:
*🔗 Link: https://ai-techpark.com/flashlabs-announced-the-launch-of-flashai-2-0/
*🧠 Summary:*

* FlashLabs Launches FlashAI 2.0, a next-gen enterprise voice AI platform
* Eliminates infrastructure complexity and latency limitations
* Solves issues with robotic speech patterns in traditional conversational AI platforms

#MachineLearning #Python #AI #ImageClassification #TensorFlow #StudentLife #CodingTips

79 views06:18

ProjectWithSourceCodes

👉 Daily AI news digest 🤖

Title: PartnerOne Continues Investment in AI with XYPRO Applied AI Technology
Author: PR Newswire
Publication date: Fri, 20 Feb 2026 17:00:00 +0000
News link: https://ai-techpark.com/partnerone-continues-investment-in-ai-with-xypro-applied-ai-technology/
Summary:
*📰 Title: PartnerOne Continues Investment in AI with XYPRO Applied AI Technology
*✍️ Author: PR Newswire
*🔗 Link: https://ai-techpark.com/partnerone-continues-investment-in-ai-with-xypro-applied-ai-technology/
*🧠 Summary:

• PartnerOne invests in AI technology with XYPRO Applied AI.
• XYPRO introduces Lionel, an internal AI assistant for HPE Nonstop Compute ecosystem.
• This marks a major milestone in PartnerOne's applied artificial intelligence strategy.

#MachineLearning #Python #AI #ImageClassification #TensorFlow #StudentLife #CodingTips

75 views06:18

ProjectWithSourceCodes

👉 Daily AI news digest 🤖

Title: Realbotix Appoints Eric Olsen, as Chief Operating Officer
Author: Business Wire
Publication date: Fri, 20 Feb 2026 09:45:00 +0000
News link: https://ai-techpark.com/realbotix-appoints-eric-olsen-as-chief-operating-officer/
Summary:
*📰 Title: Realbotix Appoints Eric Olsen, as Chief Operating Officer
*✍️ Author: Business Wire
*🔗 Link: https://ai-techpark.com/realbotix-appoints-eric-olsen-as-chief-operating-officer/
*🧠 Summary:*
*Realbotix Corp. appoints Eric Olsen as Chief Operating Officer of Realbotix LLC.
*Matt McMullen assumes a new role at the company.

#MachineLearning #Python #AI #ImageClassification #TensorFlow #StudentLife #CodingTips

80 views06:18

ProjectWithSourceCodes

74 views06:19

ProjectWithSourceCodes

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ProjectWithSourceCodes

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