[Udemy, John Purcell] Python and Machine Learning for Complete Beginners [3/2023, ENG]

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LearnJavaScript Beggom

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LearnJavaScript Beggom · 30-Авг-25 19:31 (2 месяца 26 дней назад)

Python and Machine Learning for Complete Beginners
Год выпуска: 3/2023
Производитель: Udemy
Сайт производителя: https://www.udemy.com/course/python-machine-learning-beginners/
Автор: John Purcell
Продолжительность: 43h 36m 17s
Тип раздаваемого материала: Видеоурок
Язык: Английский
Субтитры: Отсутствуют
Описание:
Become Part of the Artificial Intelligence Revolution
What you'll learn
  1. Learn how to program in Python
  2. Discover machine learning
  3. Use artificial intelligence in your programs
  4. Learn how to analyse data and make predictions
Requirements
  1. Only basic computer knowledge needed
  2. Basic algebra knowledge useful, but not required
Description
This course teaches you computer programming in Python from scratch, and also the basics of machine learning in Python.
With this course you can become part of the Artificial Intelligence revolution.
You'll learn:
  1. How to write programs in Python
  2. The basics of desktop programming in Python
  3. Object-oriented programming and functional programming techniques
  4. How to use machine learning techniques in your code
  5. The basics of visualising and analysing data
  6. Numpy, Pandas, Matplotlib, scikit-learn, Keras and more
  7. Powerful prediction and classification techniques "naive Bayes" and decision trees.
  8. How to use ML techniques to make predictions about data series, spot clusters in data, automatically classify data samples and recognise handwritten digits.
Whether you're a complete beginner with coding or already know some Python or another language, this course can help give you modern computer skills to the point where you could apply for Python jobs, where available.
Python is one of the most popular programming languages today and is especially popular because of its support for machine learning and artificial intelligence.
This courses takes you all the way from writing your first "hello world" Python program to being able to write complex programs incorporating artificial intelligence techniques in which your software can automatically learn how to complete tasks.
I'll type all code right in front of you and explain how it works, breaking down programming and mathematical concepts into simple steps, and with suggested exercises throughout.
Who this course is for:
  1. Complete beginners with computer programming
  2. Existing programmers who want to improve their Python knowledge or learn Python
  3. Python programmers who want to learn how to use AI/ML in their programs.
Формат видео: MP4
Видео: avc, 1280x720, 16:9, 30.000 к/с, 1377 кб/с
Аудио: aac lc, 44.1 кгц, 128 кб/с, 2 аудио
MediaInfo
General
Complete name : D:\2_1\Udemy - Python and Machine Learning for Complete Beginners (3.2023)\21 - Principal Component Analysis\437 - PCA Exercise.mp4
Format : MPEG-4
Format profile : Base Media
Codec ID : isom (isom/iso2/avc1/mp41)
File size : 38.9 MiB
Duration : 3 min 35 s
Overall bit rate : 1 514 kb/s
Frame rate : 30.000 FPS
Writing application : Lavf59.27.100
Video
ID : 1
Format : AVC
Format/Info : Advanced Video Codec
Format profile : Main@L3.1
Format settings : CABAC / 4 Ref Frames
Format settings, CABAC : Yes
Format settings, Reference frames : 4 frames
Format settings, GOP : M=4, N=60
Codec ID : avc1
Codec ID/Info : Advanced Video Coding
Duration : 3 min 35 s
Bit rate : 1 377 kb/s
Nominal bit rate : 3 000 kb/s
Maximum bit rate : 3 000 kb/s
Width : 1 280 pixels
Height : 720 pixels
Display aspect ratio : 16:9
Frame rate mode : Constant
Frame rate : 30.000 FPS
Color space : YUV
Chroma subsampling : 4:2:0
Bit depth : 8 bits
Scan type : Progressive
Bits/(Pixel*Frame) : 0.050
Stream size : 35.4 MiB (91%)
Writing library : x264 core 164 r3095 baee400
Encoding settings : cabac=1 / ref=3 / deblock=1:0:0 / analyse=0x1:0x111 / me=umh / subme=6 / psy=1 / psy_rd=1.00:0.00 / mixed_ref=1 / me_range=16 / chroma_me=1 / trellis=1 / 8x8dct=0 / cqm=0 / deadzone=21,11 / fast_pskip=1 / chroma_qp_offset=-2 / threads=22 / lookahead_threads=3 / sliced_threads=0 / nr=0 / decimate=1 / interlaced=0 / bluray_compat=0 / constrained_intra=0 / bframes=3 / b_pyramid=2 / b_adapt=1 / b_bias=0 / direct=1 / weightb=1 / open_gop=0 / weightp=2 / keyint=60 / keyint_min=6 / scenecut=0 / intra_refresh=0 / rc_lookahead=60 / rc=cbr / mbtree=1 / bitrate=3000 / ratetol=1.0 / qcomp=0.60 / qpmin=0 / qpmax=69 / qpstep=4 / vbv_maxrate=3000 / vbv_bufsize=6000 / nal_hrd=none / filler=0 / ip_ratio=1.40 / aq=1:1.00
Color range : Limited
Color primaries : BT.709
Transfer characteristics : BT.709
Matrix coefficients : BT.709
Codec configuration box : avcC
Audio
ID : 2
Format : AAC LC
Format/Info : Advanced Audio Codec Low Complexity
Codec ID : mp4a-40-2
Duration : 3 min 35 s
Source duration : 3 min 35 s
Source_Duration_LastFrame : -13 ms
Bit rate mode : Constant
Bit rate : 128 kb/s
Channel(s) : 2 channels
Channel layout : L R
Sampling rate : 44.1 kHz
Frame rate : 43.066 FPS (1024 SPF)
Compression mode : Lossy
Stream size : 3.29 MiB (8%)
Source stream size : 3.29 MiB (8%)
Default : Yes
Alternate group : 1
Скриншоты
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