- Title (english):
- Python Advanced
- Creator:
- Valdis Saulespurēns
- Creator:
- Latvijas Nacionālā bibliotēka
- Publisher:
- Rīga : Latvijas Nacionālā bibliotēka
- Date created:
- 2023-07
- Type group:
- Moving Image
- Type:
- Video
Metadata
- Title (english):
- Python Advanced
- Alternative title (english):
- Baltic Summer School of Digital Humanities 2023
- Creator:
- Valdis Saulespurēns
- Creator:
- Latvijas Nacionālā bibliotēka
- Publisher:
- Rīga : Latvijas Nacionālā bibliotēka
- Date created:
- 2023-07
- Language:
- english
- Format extent (latvian):
- 2 MP4 videodatnes
- Format medium:
- Born digital
- Subject:
- Python (programmēšanas valoda)
- Subject:
- Programmēšanas valodas
- Abstract (english):
- Participants will be introduced to the fundamentals of text content analysis, focusing on techniques to preprocess and analyze textual data. The session will cover text cleaning, tokenization, stemming, and lemmatization using libraries such as Gensim and Pandas. Attendees will learn how to convert raw text into structured data, suitable for further analysis. We will continue with an introduction to text feature extraction methods, including Bag-of-Words (BoW) and Term Frequency-Inverse Document Frequency (TF-IDF). Next we will delve into advanced discourse analysis techniques and machine learning applications, utilizing Scikit-learn and Gensim. Participants will explore various algorithms for topic modeling, such as Latent Dirichlet Allocation (LDA), and sentiment analysis, including Naïve Bayes and Support Vector Machines (SVM). Attendees will learn how to evaluate and fine-tune their models for optimal performance. The workshop will culminate in the creation of interactive visualizations using the Plotly library, empowering participants to effectively communicate their findings and insights to a broader audience.
- Is part of collection:
- Video (Kolekcija)
- Is part of collection:
- Latvijas Nacionālās bibliotēkas konferenču, semināru, sanāksmju materiāli (Kolekcija)
- Is part of collection:
- Latvijas Nacionālās bibliotēkas publikācijas (Kolekcija)
- Is part of:
- Baltijas Digitālo humanitāro zinātņu vasaras skola "Diskursa analīze un digitālā literatūras pētniecība", 2023. gada 25.-28. jūlijā - Latvijas Nacionālā bibliotēka - 2023-07 (Notikums)
- Date captured:
- 09.10.2023
- APLIS copyright status:
- Undefined APLIS copyright status
- APLIS access rights:
- Undefined APLIS access rights
- APLIS statement of rights:
- Undefined APLIS copyright statement
- APLIS access notice:
- Undefined Access Notice for APLIS is not defined
- Blocked:
- Nē
- Type group:
- Moving Image
- Type:
- Video
- URI:
-
https://dom.lndb.lv/data/obj/1301275
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