
# Information extraction from Resumes/CVs written in English

| Feature | Description |
| --- | --- |
| **Name** | `en_cv_info_extr` |
| **Version** | `0.0.0` |
| **spaCy** | `>=3.6.1,<3.7.0` |
| **Default Pipeline** | `transformer`, `ner` |
| **Components** | `transformer`, `ner` |
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
| **Sources** | n/a |
| **License** | n/a |
| **Author** | [Youssef Chafiqui](https://huggingface.co/ychafiqui) |

### Label Scheme

<details>

<summary>View label scheme (14 labels for 1 components)</summary>

| Component | Labels |
| --- | --- |
| **`ner`** | `ADDRESS`, `CERTIFICATION`, `EDUCATION`, `EMAIL`, `EXPERIENCE`, `FNAME`, `HOBBY`, `HSKILL`, `LANGUAGE`, `LNAME`, `PHONE`, `PROFILE`, `PROJECT`, `SSKILL` |

</details>

### Accuracy

| Type | Score |
| --- | --- |
| `ENTS_F` | 81.98 |
| `ENTS_P` | 83.33 |
| `ENTS_R` | 80.68 |
| `TRANSFORMER_LOSS` | 1473.09 |
| `NER_LOSS` | 287784.88 |
{"language": ["en", "fr"], "library_name": "spacy", "tags": ["spacy", "token-classification", "cv", "resume parsing", "resume extraction", "named entity recognition"], "widget": [{"text": " John Doe\n 123 Main Street, Cityville, CA 12345\n johndoe@email.com\n (555) 123-4567\n linkedin.com/in/johndoe\n Professional Summary\n Experienced and results-driven Data Scientist with a strong background in statistical analysis, machine learning, and data visualization. Proven track record of delivering actionable insights and driving data-driven decision-making processes. Adept at leveraging advanced analytics to solve complex business problems.\n\nEducation\n Master of Science in Data Science\n ABC University, Cityville, CA\n May 2021\n \n Bachelor of Science in Computer Science\n XYZ University, Townsville, CA\n Graduation Date: May 2018\n \n Professional Experience\n Data Scientist | Tech Innovators Inc., Cityville, CA | June 2021 - Present\n Lead data analysis projects, extracting valuable insights to inform business strategies.\n Develop and deploy machine learning models to optimize key processes, resulting in a 15% increase in efficiency.\n Collaborate with cross-functional teams to design and implement data-driven solutions.\n Utilize Python, R, and SQL for data extraction, transformation, and analysis.\n Create compelling data visualizations to communicate findings to non-technical stakeholders.\n\nData Analyst | Data Solutions Co., Townsville, CA | January 2019 - May 2021\n Conducted exploratory data analysis to identify trends, patterns, and anomalies.\n Implemented data cleaning and preprocessing techniques to ensure data quality.\n Produced comprehensive reports and dashboards, aiding in executive decision-making.\n Collaborated with business units to define and refine analytical requirements.\n\nSkills\n Programming Languages: Python, R\n Data Analysis Tools: Pandas, NumPy\n Machine Learning: Scikit-Learn, TensorFlow, Keras\n Database Management: SQL\n Data Visualization: Matplotlib, Seaborn\n Statistical Analysis: Hypothesis testing, Regression analysis\n Communication: Strong written and verbal communication skills\n\nCertifications\n Certified Data Scientist (CDS)\n Machine Learning Specialist Certification\n "}], "pipeline_tag": "token-classification"}
spacy token-classification cv resume parsing resume extraction named entity recognition en fr model-index has_space region:us