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app.py

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+import gradio as gr
+import onnxruntime as rt
+from transformers import AutoTokenizer
+import torch, json
+
+tokenizer = AutoTokenizer.from_pretrained("distilroberta-base")
+
+with open("genre_types_encoded.json", "r") as fp:
+  encode_genre_types = json.load(fp)
+
+genres = list(encode_genre_types.keys())
+
+inf_session = rt.InferenceSession('udemy-classifier-quantized.onnx')
+input_name = inf_session.get_inputs()[0].name
+output_name = inf_session.get_outputs()[0].name
+
+def classify_courses_genre(description):
+  input_ids = tokenizer(description)['input_ids'][:512]
+  logits = inf_session.run([output_name], {input_name: [input_ids]})[0]
+  logits = torch.FloatTensor(logits)
+  probs = torch.sigmoid(logits)[0]
+  return dict(zip(genres, map(float, probs))) 
+
+label = gr.outputs.Label(num_top_classes=5)
+iface = gr.Interface(fn=classify_courses_genre, inputs="text", outputs=label)
+iface.launch(inline=False)
+					

genre_types_encoded.json

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+{"['Business": 0, "Business Analytics & Intelligence": 1, "SQL']": 2, "Data Modeling']": 3, "Project Management": 4, "PMI PMBOK']": 5, "Tableau']": 6, "Project Management']": 7, "Communication": 8, "Communication Skills']": 9, "Management": 10, "Leadership']": 11, "Microsoft Power BI']": 12, "Agile']": 13, "Entrepreneurship": 14, "Business Fundamentals']": 15, "Master Your Emotions']": 16, "Project Management Professional (PMP)']": 17, "Product Management']": 18, "Business Analysis']": 19, "Email Writing and Etiquette']": 20, "Design Thinking']": 21, "Cultural Awareness']": 22, "Scrum']": 23, "Relationship Building']": 24, "Listening Skills']": 25, "Customer Service']": 26, "Email Marketing']": 27, "Big Data']": 28, "Business Collaboration']": 29, "Management Consulting']": 30, "Amazon FBA']": 31, "Business Writing']": 32, "Cybersecurity Awareness']": 33, "Change Management']": 34, "Management Skills']": 35, "Digital Transformation']": 36, "Sales Skills']": 37, "CAPM Certified Associate in Project Management']": 38, "Dropshipping']": 39, "Creativity']": 40, "Strategic Thinking']": 41, "RPA Robotic Process Automation']": 42, "Data Warehouse']": 43, "NumPy']": 44, "Blockchain']": 45, "Diversity and Inclusion']": 46, "Writing']": 47, "Innovation']": 48, "Time Management']": 49, "Supply Chain']": 50, "Business Strategy']": 51, "Presentation Skills']": 52, "Splunk']": 53, "['IT & Software": 54, "IT Certifications": 55, "Six Sigma Green Belt']": 56, "Public Speaking']": 57, "Emotional Intelligence']": 58, "Goal Setting']": 59, "Data Storytelling']": 60, "Cybersecurity']": 61, "Data Analysis']": 62, "Difficult Conversations']": 63, "Meetings']": 64, "Customer Success Management']": 65, "Real Estate Investing']": 66, "PMI-ACP']": 67, "Google Analytics']": 68, "Interviewing Skills']": 69, "Process Mapping']": 70, "Business Analytics']": 71, "Blogging']": 72, "PostgreSQL']": 73, "Salesforce']": 74, "Sexual Harassment Prevention']": 75, "Six Sigma Yellow Belt']": 76, "UiPath']": 77, "Problem Solving']": 78, "Decision Making']": 79, "Manager Training']": 80, "Conflict Management']": 81, "Lean Six Sigma White Belt']": 82, "Company Culture']": 83, "HIPAA']": 84, "Six Sigma']": 85, "Business Plan']": 86, "ISO/IEC 27001']": 87, "Assertiveness']": 88, "Persuasion']": 89, "Business Intelligence']": 90, "GDPR']": 91, "Google Sheets']": 92, "Recruiting']": 93, "eBay Dropshipping']": 94, "TOGAF 9 Foundation']": 95, "Excel']": 96, "Software Testing']": 97, "Interpersonal Feedback']": 98, "OKR']": 99, "QuickBooks Online']": 100, "Mentoring']": 101, "Ethereum']": 102, "Entrepreneurship Fundamentals']": 103, "Product Owner']": 104, "Sports Coaching']": 105, "Business Process Modeling']": 106, "Teamwork']": 107, "Quality Management']": 108, "Stress Management']": 109, "['Personal Development": 110, "Shopify']": 111, "Business Development']": 112, "ChatGPT']": 113, "Human Resources']": 114, "Strategic Planning']": 115, "Team Building']": 116, "Qlikview']": 117, "Instructional Design']": 118, "Social Skills']": 119, "Microsoft Dynamics 365']": 120, "5G']": 121, "LinkedIn']": 122, "Fiction Writing']": 123, "Writing Editing']": 124, "SPSS']": 125, "Talent Management']": 126, "Mindset']": 127, "Google Looker Studio (Data Studio)']": 128, "Management Coaching']": 129, "Qlik Sense']": 130, "Note-taking']": 131, "Credit Analysis']": 132, "Apache Kafka']": 133, "Shopify Dropshipping']": 134, "Data Visualization']": 135, "Elasticsearch']": 136, "Virtual Teams']": 137, "Business Communication']": 138, "ISO 22301']": 139, "Data Entry Skills']": 140, "Employee Performance Management']": 141, "User Experience Design']": 142, "Account Management']": 143, "Storytelling']": 144, "Anger Management']": 145, "HR Analytics']": 146, "Business Etiquette']": 147, "Freelancing']": 148, "MySQL']": 149, "Industry 4.0']": 150, "Working Remotely']": 151, "Growth Mindset']": 152, "Lean Six Sigma Green Belt']": 153, "Recommendation Engine']": 154, "Database 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"Personality']": 192, "Body Language']": 193, "Content Writing']": 194, "Corporate Learning and Development (L&D)']": 195, "Mortgage']": 196, "Lean Manufacturing']": 197, "8D Problem Solving']": 198, "Disaster Recovery']": 199, "Stakeholder Management']": 200, "Citrix']": 201, "Notary Business']": 202, "Inventory Management']": 203, "Inventory Control']": 204, "MapReduce']": 205, "Business Idea Generation']": 206, "Airbnb Hosting']": 207, "Farming']": 208, "IELTS']": 209, "Tax Preparation']": 210, "Startup']": 211, "Google BigQuery']": 212, "ClickFunnels']": 213, "Marketing Psychology']": 214, "Mergers and Acquisitions']": 215, "Passive Income']": 216, "Alteryx']": 217, "Marketing Analytics']": 218, "Web Design Business']": 219, "Negotiation']": 220, "Career Coach Training']": 221, "Life Coach Training']": 222, "Soft Skills']": 223, "IBM Cognos']": 224, "SAS']": 225, "WordPress']": 226, "eBay Selling']": 227, "OSHA']": 228, "Cold Calling']": 229, "Failure Mode and Effects Analysis 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requirements.txt

@@ -0,0 +1,4 @@
+gradio==3.17.0
+onnxruntime==1.13.1
+torch==1.13.1
+transformers==4.26.0

udemy-classifier-quantized.onnx

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+oid sha256:9307aa6f9523222b6255551c3511c5928b07c8c720b69a71a343466a8286e99f
+size 84837800