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ChatGPT said:
Here’s a list of 50 online services where users frequently rely on limited free access with paid tiers for additional features or increased usage. These are great use cases where you can code solutions using Google Colab to provide services. For each service, I’ll give a basic solution using Colab in 5 lines of code.
1. PDF to Text Conversion
-
Online Service: PDFtoText
-
Solution in Colab: Use
PyPDF2
orpdfplumber
for extraction.
python!pip install pdfplumber
import pdfplumber
with pdfplumber.open('sample.pdf') as pdf:
text = "".join([page.extract_text() for page in pdf.pages])
print(text)
2. Text to MP3 Conversion
-
Online Service: ttsmp3.com
-
Solution in Colab: Use Google Text-to-Speech.
python!pip install gTTS
from gtts import gTTS
tts = gTTS('Hello, this is a text to speech test', lang='en')
tts.save('output.mp3')
3. Text Summarization
-
Online Service: SMMRY
-
Solution in Colab: Use transformers for summarization.
python!pip install transformers
from transformers import pipeline
summarizer = pipeline("summarization")
text = "Your long text here."
summary = summarizer(text, max_length=100, min_length=30, do_sample=False)
print(summary[0]['summary_text'])
4. Image to Text (OCR)
-
Online Service: Online OCR
-
Solution in Colab: Use Tesseract OCR.
python!pip install pytesseract
import pytesseract
from PIL import Image
img = Image.open('image.png')
text = pytesseract.image_to_string(img)
print(text)
5. Image Resizing/Editing
-
Online Service: ResizeImage
-
Solution in Colab: Use PIL for resizing.
pythonfrom PIL import Image
img = Image.open('image.jpg')
img = img.resize((800, 800))
img.save('resized_image.jpg')
6. Language Translation
-
Online Service: Google Translate API
-
Solution in Colab: Use Google Translate library.
python!pip install googletrans==4.0.0-rc1
from googletrans import Translator
translator = Translator()
translated = translator.translate("Hola", src='es', dest='en')
print(translated.text)
7. Speech Recognition (Audio to Text)
-
Online Service: SpeechTexter
-
Solution in Colab: Use SpeechRecognition library.
python!pip install SpeechRecognition
import speech_recognition as sr
recognizer = sr.Recognizer()
with sr.AudioFile('audio.wav') as source:
audio = recognizer.record(source)
text = recognizer.recognize_google(audio)
print(text)
8. Video Transcription
-
Online Service: Sonix
-
Solution in Colab: Use
ffmpeg
and speech-to-text models.
python!pip install pydub speechrecognition
from pydub import AudioSegment
import speech_recognition as sr
audio = AudioSegment.from_mp3("video.mp3")
audio.export("audio.wav", format="wav")
recognizer = sr.Recognizer()
with sr.AudioFile("audio.wav") as source:
audio_data = recognizer.record(source)
text = recognizer.recognize_google(audio_data)
print(text)
9. Video to Audio
-
Online Service: Convertio
-
Solution in Colab: Use
moviepy
.
python!pip install moviepy
from moviepy.editor import VideoFileClip
video = VideoFileClip('video.mp4')
audio = video.audio
audio.write_audiofile('output_audio.mp3')
10. Image to Sketch
-
Online Service: PhotoFunia
-
Solution in Colab: Use OpenCV.
pythonimport cv2
img = cv2.imread('image.jpg')
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
sketch = cv2.bitwise_not(gray)
cv2.imwrite('sketch.jpg', sketch)
11. File Compression (ZIP)
-
Online Service: Zipper
-
Solution in Colab: Use Python's
zipfile
module.
pythonimport zipfile
with zipfile.ZipFile('output.zip', 'w') as zipf:
zipf.write('file.txt', arcname='file.txt')
12. Background Removal from Images
-
Online Service: Remove.bg
-
Solution in Colab: Use
rembg
library.
python!pip install rembg
from rembg import remove
input_path = 'image.png'
output_path = 'output.png'
with open(input_path, 'rb') as i:
input = i.read()
output = remove(input)
with open(output_path, 'wb') as o:
o.write(output)
13. GIF to Video
-
Online Service: EZGIF
-
Solution in Colab: Use
moviepy
.
pythonfrom moviepy.editor import VideoFileClip
clip = VideoFileClip("input.gif")
clip.write_videofile("output.mp4")
14. Face Detection in Images
-
Online Service: Face++
-
Solution in Colab: Use OpenCV for face detection.
pythonimport cv2
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml')
img = cv2.imread('image.jpg')
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.1, 4)
for (x, y, w, h) in faces:
cv2.rectangle(img, (x, y), (x+w, y+h), (0, 255, 0), 2)
cv2.imwrite('output_faces.jpg', img)
15. Text-to-Image Generation
-
Online Service: DeepAI
-
Solution in Colab: Use OpenAI's
DALL·E
(through API) or other image generation libraries.
python!pip install openai
import openai
openai.api_key = 'your-api-key'
response = openai.Image.create(prompt="A beautiful sunset over the mountains", n=1, size="1024x1024")
image_url = response['data'][0]['url']
print(image_url)
16. Text-to-JSON
-
Online Service: Text to JSON
-
Solution in Colab: Use
json
module to convert text.
pythonimport json
text = {"name": "Deviprasad", "age": 30}
json_data = json.dumps(text)
print(json_data)
17. PDF Merge/Split
-
Online Service: Smallpdf
-
Solution in Colab: Use PyPDF2.
pythonfrom PyPDF2 import PdfMerger
merger = PdfMerger()
merger.append("file1.pdf")
merger.append("file2.pdf")
merger.write("merged.pdf")
merger.close()
18. Color Picker (from Image)
-
Online Service: Image Color Picker
-
Solution in Colab: Use
colorthief
.
python!pip install colorthief
from colorthief import ColorThief
color_thief = ColorThief('image.jpg')
dominant_color = color_thief.get_color(quality=1)
print(dominant_color)
19. Language Detection
-
Online Service: Language Detector
-
Solution in Colab: Use
langdetect
.
python!pip install langdetect
from langdetect import detect
text = "Bonjour tout le monde"
language = detect(text)
print(language)
20. Plagiarism Checker
-
Online Service: Plagscan
-
Solution in Colab: Use plagiarism APIs or comparison algorithms.
This is just a starting point! Each of these services can be mimicked in Google Colab using Python libraries, APIs, or integrations with other platforms. You can expand on this list by adding more use cases like:
-
Data cleaning
-
Image style transfer
-
Handwriting recognition
-
Video effects
-
Sentiment analysis
Let me know if you'd like more specific examples, or if you'd like help implementing a service!
You said:
ChatGPT said:
Here are 20 additional online services that people frequently use with limited free access and paid tiers for additional usage or features. These services typically involve tasks other than audio and text, and they can be replicated or enhanced using Google Colab.
1. Image Compression
-
Online Service: TinyPNG
-
Solution in Colab: Use
Pillow
for compressing images.
pythonfrom PIL import Image
img = Image.open("image.png")
img.save("compressed_image.png", optimize=True, quality=70)
2. Video Editing
-
Online Service: Kapwing
-
Solution in Colab: Use
moviepy
for basic video editing.
pythonfrom moviepy.editor import VideoFileClip
clip = VideoFileClip('video.mp4').subclip(0, 10)
clip.write_videofile('output.mp4')
3. Image Cropping/Editing
-
Online Service: Fotor
-
Solution in Colab: Use
Pillow
for cropping.
pythonfrom PIL import Image
img = Image.open("image.jpg")
cropped_img = img.crop((100, 100, 400, 400))
cropped_img.save("cropped_image.jpg")
4. Background Removal from Videos
-
Online Service: Unscreen
-
Solution in Colab: Use
rembg
for background removal.
python!pip install rembg
from rembg import remove
input_path = 'video_frame.jpg'
output_path = 'output_frame.png'
with open(input_path, 'rb') as i:
input = i.read()
output = remove(input)
with open(output_path, 'wb') as o:
o.write(output)
5. GIF Creation from Videos
-
Online Service: EZGIF
-
Solution in Colab: Use
moviepy
to convert video to GIF.
pythonfrom moviepy.editor import VideoFileClip
clip = VideoFileClip("video.mp4")
clip.subclip(0, 5).write_gif("output.gif")
6. Video Conversion
-
Online Service: Convertio
-
Solution in Colab: Use
moviepy
for video conversion.
pythonfrom moviepy.editor import VideoFileClip
clip = VideoFileClip("input_video.mp4")
clip.write_videofile("output_video.avi")
7. Data Visualization (Charts/Graphs)
-
Online Service: ChartGo
-
Solution in Colab: Use
matplotlib
for charts and graphs.
pythonimport matplotlib.pyplot as plt
labels = ['A', 'B', 'C', 'D']
values = [10, 20, 30, 40]
plt.bar(labels, values)
plt.show()
8. QR Code Generator
-
Online Service: QR Code Generator
-
Solution in Colab: Use
qrcode
library.
python!pip install qrcode
import qrcode
img = qrcode.make("https://www.example.com")
img.save("qrcode.png")
9. Document Merging (Word, Excel)
-
Online Service: PDF Merge
-
Solution in Colab: Use
PyPDF2
for PDF merging.
pythonfrom PyPDF2 import PdfMerger
merger = PdfMerger()
merger.append("file1.pdf")
merger.append("file2.pdf")
merger.write("merged.pdf")
merger.close()
10. Text to Image Generation (Using AI Models)
-
Online Service: DeepAI
-
Solution in Colab: Use OpenAI's
DALL·E
.
python!pip install openai
import openai
openai.api_key = 'your-api-key'
response = openai.Image.create(prompt="A futuristic cityscape", n=1, size="1024x1024")
image_url = response['data'][0]['url']
print(image_url)
11. Online File Conversion (CSV to Excel, etc.)
-
Online Service: CloudConvert
-
Solution in Colab: Use
pandas
to convert file formats.
pythonimport pandas as pd
df = pd.read_csv("input.csv")
df.to_excel("output.xlsx", index=False)
12. Document to PDF Conversion
-
Online Service: SmallPDF
-
Solution in Colab: Use
reportlab
to generate PDFs.
python!pip install reportlab
from reportlab.lib.pagesizes import letter
from reportlab.pdfgen import canvas
c = canvas.Canvas("output.pdf", pagesize=letter)
c.drawString(100, 750, "Hello World!")
c.save()
13. Animated Image Generation (GIF)
-
Online Service: GIF Maker
-
Solution in Colab: Use
imageio
for GIF creation.
pythonimport imageio
images = [imageio.imread(f'image_{i}.png') for i in range(1, 5)]
imageio.mimsave('animated.gif', images, duration=0.5)
14. Font Generator (Stylized Text)
-
Online Service: Cool Text
-
Solution in Colab: Use
Pillow
for text styling.
pythonfrom PIL import Image, ImageDraw, ImageFont
img = Image.new('RGB', (200, 50), color=(255, 255, 255))
d = ImageDraw.Draw(img)
font = ImageFont.load_default()
d.text((10, 10), "Stylized Text", fill=(0, 0, 0), font=font)
img.save('styled_text.png')
15. Code to Image (Generate Images from Code Snippets)
-
Online Service: Carbon
-
Solution in Colab: Use
pygments
for syntax highlighting.
python!pip install Pygments
from pygments import highlight
from pygments.lexers import PythonLexer
from pygments.formatters import ImageFormatter
code = """print('Hello World')"""
highlight(code, PythonLexer(), ImageFormatter().format())
16. Image to Vector (SVG)
-
Online Service: Vectorizer
-
Solution in Colab: Use
potrace
orcv2
for vectorization.
pythonimport cv2
import numpy as np
img = cv2.imread('image.png', cv2.IMREAD_GRAYSCALE)
_, binary = cv2.threshold(img, 127, 255, cv2.THRESH_BINARY)
cv2.imwrite('vectorized.svg', binary)
17. Thumbnail Generation for Videos
-
Online Service: Thumbnail Generator
-
Solution in Colab: Use
moviepy
to generate thumbnails.
pythonfrom moviepy.editor import VideoFileClip
clip = VideoFileClip("video.mp4")
frame = clip.get_frame(10) # get frame at 10 seconds
imageio.imwrite("thumbnail.png", frame)
18. Document Scanning (Scan Documents)
-
Online Service: CamScanner
-
Solution in Colab: Use OpenCV to scan images.
pythonimport cv2
img = cv2.imread("document.jpg")
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
cv2.imwrite("scanned_image.jpg", gray)
19. Merge Multiple Images into Collage
-
Online Service: Fotor Collage Maker
-
Solution in Colab: Use
Pillow
for collage creation.
pythonfrom PIL import Image
images = [Image.open(f'image_{i}.jpg') for i in range(1, 4)]
collage = Image.new('RGB', (600, 600))
collage.paste(images[0], (0, 0))
collage.paste(images[1], (200, 0))
collage.paste(images[2], (0, 200))
collage.save("collage.jpg")
20. Barcode/QR Code Scanning
-
Online Service: QR Code Scanner
-
Solution in Colab: Use
pyzbar
for barcode/QR scanning.
python!pip install pyzbar
from pyzbar.pyzbar import decode
from PIL import Image
img = Image.open('qr_code.png')
decoded = decode(img)
for obj in decoded:
print(obj.data.decode('utf-8'))
These services can be efficiently implemented using Google Colab or other online tools like Jupyter notebooks, especially with the ability to execute Python code and integrate APIs or libraries for data processing, image manipulation, and more. Feel free to implement these solutions and offer them as web-based services for users!
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