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Course Outline
Pengantar ke Applied Machine Learning
- Pembelajaran statistik vs. Pembelajaran mesin
- Iterasi dan evaluasi
- Trade-off Bias-Variance
Supervised Learning dan Unsupervised Learning
- Machine Learning Languages, Jenis, dan Contoh
- Supervised vs Unsupervised Learning
Supervised Learning
- Decision Trees
- Random Forests
- Evaluasi Model
Machine Learning dengan Python
- Pilihan libraries
- Add-on tools
Regresi
- Regresi linear
- Generalisasi dan Nonlinearitas
- Latihan
Klasifikasi
- Penyegaran Bayesian
- Naive Bayes
- Regresi logistik
- K-Nearest neighbors
- Latihan
Cross-validation dan Resampling
- Pendekatan cross-validation
- Bootstrap
- Latihan
Unsupervised Learning
- K-means clustering
- Contoh
- Tantangan pembelajaran tanpa pengawasan dan melampaui K-means
Neural networks
- Layers dan nodes
- Python neural network libraries
- Bekerja dengan scikit-learn
- Bekerja dengan PyBrain
- Deep Learning
Requirements
Knowledge of Python programming language. Basic familiarity with statistics and linear algebra is recommended.
28 Hours
Testimonials (7)
Interesting knowledge
Gabriel - MINDEF
Course - Machine Learning with Python – 4 Days
The trainer was a practitioner with a lot of experience and had a very good knowledge of the material.
Witold Iwaniec - City of Calgary
Course - Machine Learning with Python – 4 Days
Pelatih karena dia dapat menangani hampir semua mata pelajaran dan situasi.
Florin Babes - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
Machine Translated
Cara pelatih menjelaskan konsep, sikap positif dan ramahnya serta contoh nyata yang diberikan untuk setiap latihan.
Ovidiu Calita - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
Machine Translated
Sesi pelatihan yang sangat bagus dengan dokumentasi dan latihan yang bagus dan Kristian melakukannya seperti seorang profesional.
Adrian Boulescu - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
Machine Translated
Saya suka bahwa dia sangat terampil dan memiliki banyak pengetahuan di bidangnya.
dan dumitriu - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
Machine Translated
dokumentasi yang kaya dan banyak sumber daya sebagai pendukung kursus, serta sumber daya untuk proses pembelajaran pasca kursus
Virgil Mihai - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
Machine Translated
