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Walnut aiWhat we learnt from processing 100k job postings with NLP and WordEmbedding Methods
beta
Evolution
Peak Hanging-in Barely skill relevance of professionals
Opportunity
Most people don't know how
they can do better
Does this problem exist
ask for advicefriends
mentorsmanagers
groups
How do we solve this problem
what are people talking
about
What are companies asking for
What are companies hiring for
Data
CommunitiesJob Postings Resumes
Product Manager [Masked Company Name], Inc. - Redwood City, CA 94063
[Masked Company Name] connects people globally around shared video content. Think online living room - watch together, completely in sync, and group video chat at the same time. We’re looking for a Product Manager to help us grow the product, our user base and ultimately, [Masked Company Name].
You will work directly with a team of engineers and designers to improve existing products and develop new ones. You need to be able to think holistically about user challenges across multiple platforms, develop that into an actionable roadmap and execute.
Our lean team is growing quickly, and you’ll have the opportunity to make a huge impact at Rabbit.
Who we’re looking for:
3+ years product management experience in consumer products or applicationsProven analytical skills and the ability to make data-driven decisionsA test-measure-iterate approachA creative problem solver with a “get it done” attitudeExcellent communication and project management skillsBonus points: experience managing web and Android applications, design or marketing experience, an appreciation for puns, growth team experienceJob Type: Full-time
Required experience:
product management: 3 years
Lets look at some data
Product Manager [Masked Company Name], Inc. - Redwood City, CA 94063
[Masked Company Name] connects people globally around shared video content. Think online living room - watch together, completely in sync, and group video chat at the same time. We’re looking for a Product Manager to help us grow the product, our user base and ultimately, [Masked Company Name].
You will work directly with a team of engineers and designers to improve existing products and develop new ones. You need to be able to think holistically about user challenges across multiple platforms, develop that into an actionable roadmap and execute.
Our lean team is growing quickly, and you’ll have the opportunity to make a huge impact at Rabbit.
Who we’re looking for:
3+ years product management experience in consumer products or applicationsProven analytical skills and the ability to make data-driven decisionsA test-measure-iterate approachA creative problem solver with a “get it done” attitudeExcellent communication and project management skillsBonus points: experience managing web and Android applications, design or marketing experience, an appreciation for puns, growth team experienceJob Type: Full-time
Required experience:
product management: 3 years
How do we read data
How to compute text
the quick brown fox jumped over the lazy dog([the, brown], quick), ([quick, fox], brown), ([brown, jumped], fox), ...
Cat 010000110110000101110100011010110110100101110100011101000110010101101110
Kitten
Text Decimal
CBOWSkipGram
https://www.tensorflow.org/tutorials/word2vec/
Data Sources
Cleanse, Remove Stop Words
Generate Bigrams/Trigrams ..
UnSupervised Learning
Plot Phrases
cvUnSupervised Learning
cvUnSupervised Learning
cvUnSupervised Learning
cvUnSupervised Learning
develop new productsdata-driven decision
'to','of','by','for','will','w
0.5474381446838379
Lets crunch thisScrapy, Python, Beautifulsoup
Nltk, Python
Gensim, Nltk, Python
Gensim Word2VecTensorFlow
Matplotlib, Sklearn
What the !!!
yeah that makes sense
CoreProduct mgmt
Skills
Experience Years
Noise
Lets get a pen and paper
Refine Keywords
Keyword freq/region
Merge
Publish
cvUnSupervised Learning
cvUnSupervised Learning
cvUnSupervised Learning
Meta data +
Placing this in context
Early ResultsProduct Managers
Backend Engineers Software Engineers
Software Engineering Mgrs
Summary• What did we learn
• Know what you intend to learn• Know your data sources [Open, Free, Paid]• Unigrams are useless unless they are proper nouns• Reuse learnt n-grams, continuously add to stop words phrases• Ask real people if data makes sense
• Whats next
• More data sources+ Meta data• Multiple Models exist for the same role, discover them• Delta between models, insights lie in delta• Combine insights with Meta data
Evolution
skill relevance of professionals
Augmented Intelligence
Stay RelevantProgressTransform
Thank You
Chandan Maruthi
https://www.linkedin.com/in/chandanmaruthiWalnutAI
